The news had hit him like a physical blow, leaving him winded and unsteady. He considered transferring departments, anything to get away from the daily reminder of his perceived inadequacy.

His every interaction with Sarah felt strained, artificial. He found himself dissecting her every statement, searching for a weakness, a chink in her armor.

He started keeping tabs on her, subtly, monitoring her arrival and departure times, her lunch breaks, her interactions with management. The information was useless, but it provided a strange sense of… control.

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