The estate agent had painted a picture of a charming bungalow with a "history of previous owners." The history, it turned out, involved a gruesome crime. He now owned a house where someone had died, alone and afraid.

He went to the basement and kicked a pile of boxes, scattering their contents across the floor. He wanted to break something, to inflict some kind of physical pain to match the feeling inside him. He found a rusty old hammer and swung it against the wall, leaving a jagged hole.

He dropped the hammer, his chest heaving. The idea of living in this place, of sleeping under this roof, was now utterly repellent. He rubbed his face, the grit on his hands stinging, and muttered, "How could they..."

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290