He glared at the time capsule, the metal reflecting the harsh sun. Daniel had to find it. He despised the very idea of it, the childish sentimentality. He felt a deep, gnawing displeasure with it, and himself.

He ripped open the lid with a groan. Inside, a book of poetry. He flipped through it, his face twisting into a grimace. He threw it across the yard. Next, a trinket. He smashed it with his foot. He felt no release, only a tightening in his chest. He shoved the box back in the ground, kicking dirt onto it with violent, repetitive motions.

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