The email sat in my inbox, the subject line a scarlet stain on the pristine white background. Professor Albright was departing. Leaving. Abandoning. The cursor pulsed, mocking me. Five years, five grueling years of sweat and sacrifice, all for what? A half-finished thesis and a future suddenly as murky as the coffee in my mug. I slammed the laptop shut, the metallic clang echoing in the sterile silence of my apartment. My jaw clenched so tight, I was certain I could shatter bone.

Later, I saw him, Albright, strolling across campus, a breezy smile plastered across his face. It was as though he were on a jolly holiday. He didn’t even seem to notice me, and the lack of acknowledgement ignited something within me. A knot tightened in my stomach, a cold fist squeezing the life out of my insides. I quickened my pace, nearly colliding with a group of giggling undergraduates, but didn't apologize.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262