The recording studio was his sanctuary, the place where he could lose himself in music. He was mixing a new track when the phone rang, a notification. A link to a YouTube video. He hesitated, then clicked.

His song. A remix. Thumping bass, autotuned vocals, a relentless beat that obliterated the delicate melody he’d crafted. He sat back, his fingers twitching. He slammed the laptop shut, the abrupt action echoing in the otherwise silent room. He suddenly felt a need to be away from it all.

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