The incessant ticking of the grandfather clock in the hallway was a relentless drumbeat against her sanity. The house felt too quiet, yet simultaneously suffocating. The silence was a threat.

She watched her parents at dinner, their easy laughter, their comfortable familiarity. It was a show, a play she wasn’t part of. She felt like an interloper.

Later, she found herself pacing her old bedroom, the small space feeling more and more like a tomb. She wanted to escape, to run, to disappear.

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