The stapler slammed against the desk, the metallic clang echoing in the otherwise quiet office. Sarah glared at the spreadsheet, the numbers blurring before her eyes. Another mistake, another correction, another delay. This was the third time this week, and the pressure was mounting. She balled her fists, knuckles white, and squeezed them until her nails bit into her palms. “Damn it all,” she muttered under her breath, a low growl of frustration.

Across the room, Mark, the new intern, nervously cleared his throat. “Um, Sarah? Are you alright? You seem… intense.”

Her head snapped up, her gaze pinning him. “Fine,” she snapped, her voice sharper than she intended. “Just… busy.” She swiveled back to the computer, the screen a source of both information and current displeasure. The cursor flickered mockingly.

“Hey,” Mark said hesitantly. “Is that… Camp Whispering Pines stationary? The… the logo on that notepad?”

She froze. “What of it?” The question was clipped, her jaw clenched.

“I… I went to that camp,” he said, a hesitant smile playing on his lips. “When I was a kid. You… you too?”

She considered him, a flash of red in her vision. The memory, a very unwelcome guest, of a summer camp crush, and a lost competition. “Maybe,” she said finally, the word a tight squeeze between her teeth.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296