He’d come to clear out the house after the funeral, each object a fresh jab to the gut. The smell of her mother’s perfume lingered, an almost physical presence, a constant, sickening reminder of the loss. He found the boxes in the back of a closet, tucked away, almost ashamed. He'd nearly thrown them away, but something, something that clawed at him, made him look inside.

His hand trembled as he picked up his fifth-grade report card. D's in everything except art, ironically. He crumpled it in his fist. He wanted to scream, to lash out. He wanted to rend the carefully constructed image of his mother – the saint, the martyr – to shreds.

He imagined her, poring over these papers, her smile a sickly sweet weapon. She always knew what to say, how to make him feel…less than. He kicked the box, sending papers flying, a scattering of his failures. He thought of that time, when he was just a kid and she made him eat something he didn't want to eat and how he felt then...

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