A cold sweat slicked down Liam’s back as the Dean laid out the evidence. His research, his *own* work, being ripped off by that… that *kid* from across the hall. The injustice clawed at him, a burning in his gut that left him unable to meet anyone’s gaze.

He stared out the window, at the vibrant autumn leaves turning crimson and gold. He wished he could crush them, grind them into powder, just to feel some semblance of control. The Dean’s voice droned on, a meaningless hum in the face of this violation.

Liam felt a familiar tremor in his hands. He clasped them together, forcing them to be still. The thought of confronting Mark, of seeing his innocent facade, was almost unbearable. He wanted to break something, to shatter the calm around him.

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