The headline screamed at her: "A New Voice Emerges." Sarah, clutching the newspaper, felt her stomach clench. The byline read "Kenneth Bellweather," but she knew the truth. She had submitted the essay to the newspaper months earlier, and received a curt rejection. The sense of being violated made her chest tighten.

She couldn't stay in the house. The walls felt like they were closing in. She grabbed her keys, her movements jerky and uncoordinated. She had to *move*.

She drove aimlessly, the familiar streets suddenly foreign and menacing. She turned up the radio, hoping the music would drown out the thoughts swirling in her head, but it only amplified the feeling of unrest. Each passing car seemed to judge her.

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