“But… but why?” Mark stammered, his voice barely a whisper. He’d driven out to the old house, anticipating a flood of happy memories, only to be confronted with a desecration. He felt a throbbing ache behind his temples, a dull, persistent pain that threatened to overwhelm him. He picked up a fallen branch, running his fingers along the smooth, exposed wood. He felt a sharp, unexpected rush of something almost like anger, rising in his chest.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290