He’d barely finished the sentence, “Would you consider…” before Mark’s smile vanished. The neighbor, Mrs. Gable, just kept talking about sunlight and her prize-winning petunias. Mark's knuckles whitened as he gripped the watering can. Sunlight? Petunias? The woman had the entire blasted south side. He focused on the knot in his stomach.

"I’ll think about it," he said, his voice a low growl, barely masking the venom that bubbled up. Then he turned and walked to the farthest corner of the yard, deliberately ignoring Mrs. Gable's attempts at further conversation.

The dog, sensing the shift, whimpered and followed him, tail tucked. He kicked a loose stone across the grass. That damn tree was his, planted years before Mrs. Gable even moved in. He’d spend the rest of the day in the garden, making sure she knew exactly what he thought of her request, even if he didn’t say it out loud.

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