The rejection email crackled with a digital sneer. Sarah crumpled it in her fist, the paper twisting into a tight, useless ball. Her jaw locked, and she felt a tremor begin in her fingertips, spreading up her arm. She slammed her hand against the desk, a sharp, echoing thud that made the books on the shelf shudder. A vein pulsed visibly in her forehead.

She ripped the notification apart, shredding it into slivers. The air in her small dorm room felt thick, oppressive, like a physical weight on her chest. Each breath was a struggle, a shallow, ragged gasp. The sunlight streaming through the window seemed to mock her, painting a vibrant scene of carefree happiness outside.

"Well, this is just great," she muttered, the words tight and strangled, as if the very sound of her voice was irritating to her. The carefully planned budget, the meticulous schedule, the sacrifices she'd made – all of it seemed suddenly pointless, dissolving into a bitter, acrid taste in her mouth.

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