The dog, a golden retriever, looked at her with what she interpreted as smugness. Its tail wagged, a taunt to her. The creature had a knack for finding the weak spots in the fence.

She felt a hot flush crawl up her neck, a bitter taste coating her tongue. Each day was the same. Each day, more damage. More reason for that familiar, gnawing ache in her gut.

She took a deep breath, fighting to keep her voice level. "I've told you," she’d said last week, "if it happens again, I'm calling animal control." The dog had, of course, chosen to ignore her.

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