He’d spent weeks working on the report, staying late, sacrificing weekends. Now, "Michael Davies" was basking in the glory, the fake name attached to his efforts. The injustice stung like a physical blow. A black fog clouded his vision.

He slammed his fist on his desk, wincing at the impact. The pain was welcome, a distraction from the turmoil inside. His colleagues' congratulations, a few moments later, felt like a deliberate insult.

He needed to get away, to be alone. He walked into the stairwell and began to descend, each step echoing the slow burn in his chest.

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