The office felt cold, even with the thermostat cranked up. The knowledge gnawed at him, a persistent pain in his gut. He had worked his way up the ladder, step by painstaking step, while she had practically teleported to the top.

He found himself actively avoiding her, a childish, petty act. He would duck into the breakroom the moment he saw her approaching, feigning an interest in stale donuts.

During the next performance review, he was curt with her when he had to speak. His recommendations were cold, and his face was rigid. He made a point of emphasizing her areas for improvement, no matter how small. He hated the way she'd gotten ahead.

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