The knot in Emily’s chest tightened as she watched Liam, her supposed "mentor," preen in front of the assembled interns. He was discussing complex financial models, the intricacies of market analysis, all of which she knew he barely understood. She had seen his actual work. She knew his "genius" consisted of copying and pasting from Wikipedia.

Her hands clenched into fists, the nails digging into her palms. She wanted to interrupt, to denounce him, to tear down his carefully constructed persona. The interns, young and impressionable, looked at him with awe. She almost choked.

She excused herself from the meeting, her face burning. The fresh air outside did little to cool the fire raging within her.

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