The email shimmered on her phone screen, the words a taunting mockery. "Financial difficulties… closing at the end of the semester…" Sarah slammed her fist on the desk, the cheap particleboard groaning in protest. How could they? After all the late nights, the ramen dinners, the sacrifice?

Her breath hitched. A tremor ran through her arms. She pictured the graduation ceremony she’d been envisioning, the tassel turning, the future she’d painstakingly built. Gone. Just like that.

She stormed out of her dorm room, the door banging shut behind her. The corridor seemed to shrink, the familiar linoleum now a hateful, unforgiving landscape. She spotted the dean’s office and her pace quickened, each footfall a furious stomp. She was going to demand answers. She was going to make them understand.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285