The familiar scent of coffee and stale pizza usually calmed him. Today, it was cloying, nauseating. He caught sight of the open journal on the nightstand. His stomach lurched. He knew he hadn't left it there.

He paced the cramped room, his footsteps loud against the thin carpet. His roommate, Ben, was sprawled on his bed, scrolling through his phone. He wanted to say something, anything, but the words felt like lead in his mouth. He felt a profound sense of violation, a chill that had nothing to do with the temperature.

He grabbed his keys and jacket. “Gonna go grab some air,” he mumbled, the sound hollow in his own ears. The exit door slammed behind him.

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