The spreadsheet shimmered in Clara's vision. She blinked, scrolling back up to the salary column, the numbers mocking her. Across the desk, Liam, barely out of college, was casually laughing on a call. *He* was making more than her? After five years?

Clara slammed her laptop shut, the sound echoing in the otherwise quiet office. She rose, grabbing her oversized handbag, and stalked toward the breakroom. The stale coffee smell usually soothed her, but today it just added to the unpleasantness. She poured a cup, sloshing some onto the counter, and didn’t bother to clean it up.

"Hey, Clara," Liam said as he walked by, a bright smile on his face. She managed a tight-lipped nod. The words "How much do you make?" burned on her tongue, but she swallowed them, forcing herself to maintain a semblance of composure.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256