The audacity of the suggestion! Michael slammed his fist on the kitchen table, rattling the coffee cups. His wife jumped, startled. Mr. Davies, strolling up to the property line, had asked if they’d consider taking down the elm.

“It's just overgrown,” Davies had said, a casual shrug. Michael’s jaw clenched.

He stormed out onto the back porch, pacing. The familiar scent of the damp earth and leaves, usually a source of comfort, now felt oppressive, tainted. The air felt heavy, thick. He felt a pressure building in his head, a dull throb that intensified with each passing second. He couldn't stop moving.

He had to do something.

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