"Well, well, well," muttered Thomas, kicking at the time capsule's dislodged lid. His brow furrowed as he scanned the contents: a silly poem, a drawing of a cat, and a small, wooden heart. He’d stumbled upon it while clearing out the back garden, a task his ex had nagged him about for years. He hated doing it, hated the reminder of their shared life.

He picked up the heart, examined it. The edges were smooth, and some childish sentiment was scrawled on it, barely legible. He threw it as hard as he could, it slammed into the trunk of a tree with a hollow thud. He then picked up the drawing of the cat. He had to remind himself it was just a drawing, it was just a cat, it was nothing. He ripped the drawing to shreds, enjoying the sound of it.

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