The house seemed to hold its breath as he trudged up the rickety stairs. The previous inhabitants, the "Friendly Fletchers," had left behind their trash. He could almost hear their laughter echoing in the hollow rooms. It was a constant goading.

Inside a dusty trunk he found old toys, tattered clothes, and a worn-out diary. He flipped through the pages. The cursive script filled him with a low, simmering rage. He slammed it shut.

He imagined them, blissfully unaware of the burden they had left behind. He imagined setting fire to the whole place. He did not. He just dropped the trunk lid.

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