The chipped mug slammed onto the desk, coffee sloshing over the rim. Elias ran a hand through his already disheveled hair, the action more a display of frustration than an attempt at grooming. He’d arrived at the lab expecting Professor Armitage, expecting the usual dry wit and pointed questions about his research. Instead, a terse email announced Armitage's sudden departure, a farewell so impersonal it felt like a deliberate slight.

His jaw clenched as he stared at the empty chair. The leather, worn soft from years of use, seemed to mock him. A tremor ran through his fingers as he reached for the abandoned pipette, nearly dropping it. He crushed a piece of scrap paper in his fist, the sound a sharp crack in the otherwise silent room.

He found himself pacing, each stride a tightly wound coil of simmering resentment. The betrayal felt profound, a deep cut that bled a bitter, familiar taste.

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