The constant cackling, the raucous laughter – it was like a persistent mosquito buzzing in Sarah’s ear. She slammed her laptop shut, the abrupt sound echoing in the silent apartment. Her shoulders slumped. Her carefully planned evening, a quiet meditation and a light supper, felt completely ruined.

She walked to the window, peering out at the house next door. The lights blazed, and a chorus of boisterous voices drifted through the closed windowpane. She pressed her forehead against the cool glass.

“This is intolerable,” she whispered, her voice barely audible.

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