The click of the knitting needles was a metronome in Amelia’s brain, each repeat a fresh prick of annoyance. Ten years, she’d dedicated herself to complex cable patterns, intricate lace. Now, her daughter, Lily, barely eight, was obsessed. Lily, with her chirping voice and clumsy fingers, was ruining everything. The yarn, her precious stash, was always tangled. Amelia felt a surge of cold fury watching Lily’s clumsy attempts, the needles clicking off-beat.

The sight of Lily’s proud, messy scarf spread across the living room sofa was like a physical blow. Amelia wanted to snatch it up, unravel it, and banish the whole project from existence. Instead, she took a deep breath, forcing a smile that felt like a grimace, and told Lily, “That’s… lovely, sweetie.” The words tasted like ash.

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