The air in the house felt thick, charged. Mark ran his fingers through his hair, a nervous gesture he hadn't noticed he was doing. The building across the street had become a source of irritation, a constant reminder of how little control he had.

He’d always enjoyed the quiet of his garden, the gentle rustle of leaves. Now, even those sounds seemed to be overwhelmed by the construction. He walked outside, but it didn't help. He retreated back inside, shutting all the windows and doors. He was trying to find a safe place.

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