The air in the new office was heavy, stale. Mark adjusted his tie, the knot feeling tight around his neck. He moved from engineering to operations, a department he considered filled with incompetent fools.

He hated the forced "teamwork" mentality. He hated the loud conversations, the pointless meetings. He hated the way people always seemed to be smiling, as though nothing was wrong.

During his first week, Mark took every opportunity to point out errors, to highlight inefficiencies. He corrected everyone, and made sure they knew he was the only smart person in the room. He reveled in the resulting tension, the subtle shifts in body language, the suppressed sighs.

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