The email sat in Sarah's inbox, a blinking red notification against the pristine white background. *Urgent Announcement Regarding University Operations.* Her fingers tightened around her phone, knuckles blanching. She slammed it down on the desk, the cheap plastic casing rattling against the wood. Her jaw was clenched so tightly she could feel the muscles in her neck protesting. This couldn't be happening. Not now. Not after all the late nights, the ramen dinners, the sacrifices.

She ripped open the email, the stark black text swimming before her eyes. Closing. Effective at the end of the semester. That was it. No explanation, no recourse. Just...gone. She felt a heat well up inside her, a fire that threatened to consume her from the inside out. Her breath hitched. She needed air.

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