The spreadsheet shimmered on the laptop screen, a taunting mockery of their shared life. He’d found it buried deep in the cloud, labelled "Rainy Day Fund." *Rainy day?* He'd been slogging through every fiscal challenge, every unexpected repair, while she'd been secretly hoarding. A tight knot twisted in his gut, making him clench his jaw. He slammed the laptop shut, the sound echoing in the silent house. He wanted to shatter something, to feel the release of destruction.

He stalked into the kitchen, grabbed a bottle of his finest scotch, and poured a generous amount into a tumbler. The amber liquid swirled, reflecting his angry face. He needed to be alone. He thought about the expensive vacation she had been hinting at and now it made him sick.

He walked over to the framed picture of them on their wedding day, and pulled it off the wall, his hands shaking slightly. He set it down hard, right in the center of the kitchen table.

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