The embossed invitation felt like sandpaper against his palm. He crumpled it, the crisp paper yielding with a satisfying crackle. "Twenty years," he muttered, the words barely audible above the television's blare. Twenty years since he escaped that godforsaken town and its parade of mediocrity.

He flung the invitation across the room, it hitting the wall. He pictured them all, the same smug faces, the same predictable lives. He took a long swallow of whiskey, the burn a familiar comfort, a sharp contrast to the dull ache in his chest.

He hated the thought of seeing them, of being forced to pretend. He almost felt a physical sickness at the mere prospect.

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