The empty campus was a ghost town, the silence amplifying the echo of his despair. He walked through the deserted halls, the air thick with the memory of laughter and purpose. Now, only emptiness remained.

He felt a deep, visceral hatred for the closed doors, the abandoned classrooms, the vacant spaces that symbolized his lost dreams. He wanted to kick them, to break them, to leave a permanent scar.

He ran a hand through his hair, the touch a source of frustration. He leaned against a cold brick wall, letting the ache settle into his bones, a constant, gnawing pain.

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