The email notification blared, a digital siren announcing the injustice. He didn't even bother to read the content, just the subject line was enough: "Salary Review - Sarah Jones." His stomach twisted into a knot.

He felt the familiar burn creeping up his neck, the flush of his own frustration. He considered, briefly, the possibility of an accident involving the communal coffee pot.

Later, he purposefully neglected to offer Sarah any assistance on the new report, even though he knew she was struggling. He focused, instead, on his own tasks, muttering under his breath about the unfairness of it all. He savored the silence.

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