The scent of pipe tobacco had always been a comforting signal. The rich, earthy aroma had filled his home with a sense of peace. Now, the smell of it, which was usually so calming, became an assault on the senses. His son, Marcus, had begun smoking a pipe too. The boy’s constant presence, his casual attempts to master the ritual of packing and lighting, filled him with a growing unease.

He’d find himself lingering in the other room, waiting for the smoke to clear, avoiding eye contact when Marcus exhaled a perfect plume. When he did see him, he gave short answers. One day, he simply threw the boy’s pipe into the trash can.

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