A vein throbbed in Michael’s temple. The jackhammer's rhythmic assault was relentless. He couldn't even hear the TV over the din. He'd lived in this house for thirty years, and now these newcomers were tearing it apart, transforming what he considered a safe space into a chaotic construction zone.

He found himself pacing his living room, a coiled spring ready to snap. He kept finding himself down on their property, glaring at the chaos. He imagined their house burning down, and felt a tiny flicker of satisfaction at the thought.

He knew he should be doing something productive, but the very thought of it sent a shudder through 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