The chipped paint on the picnic table felt rough beneath Eleanor’s palm. She hated yard sales. The curated clutter of other people’s lives, the forced smiles, the goddamn *bargaining*. She squinted, the morning sun already stabbing at her eyes. Across the dusty lawn, a woman with a floral scarf was haggling over a ceramic gnome, and Eleanor felt a familiar tightening in her chest.

Then she saw it. Sitting forlornly amongst a pile of dented pots and pans was a familiar, threadbare form. Mr. Snuggles. Her childhood teddy bear. He looked… pathetic. Mismatched button eyes, a lopsided grin, a missing ear. She wanted to kick something.

“How much for the bear?” Eleanor snapped, her voice sharper than she intended. The woman, startled, named a price. Eleanor paid it without a word, shoving the bear into her oversized tote bag. She could almost taste the bile rising in her throat. She would probably burn it later.

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