The invitation hung on the chipped white fence, a cheap printout stapled with care. *Could we discuss the maple by the line?* It was from old Mr. Abernathy. The audacity! Sarah ripped it down, the paper tearing raggedly. Her jaw clenched. The maple was hers, damn him. It provided shade for *her* garden, kept *her* house cooler. She crumpled the note into a tight ball, shoving it deep into her pocket. The sun felt too bright, the air thick and cloying, like a suffocating embrace.

She imagined him, that wrinkled prune, standing at his window, peering over, thinking he could dictate her life. He probably wanted to plant some ridiculous rose bush or a stupid, showy birdbath. Well, he wouldn't. Not on her watch. She marched into her shed, the metal door screeching in protest, and grabbed her pruning saw, its teeth glinting menacingly in the dim light.

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