“What did you expect?” Her father's words, a casual question over a video call, were like a slap. Ben’s usual jovial manner evaporated. He had never considered himself anything less than connected to his family.

He retreated to his workshop, the scent of wood and oil usually grounding, now suffocating. He hammered and sawed with frantic energy, the rhythmic pounding a futile attempt to expel the turmoil within. His hands were blistered, his muscles ached.

He stopped taking calls. He stared at the unfinished projects around his workspace, the things he was meant to make, and felt a profound sense of emptiness. The familiar tools, once extensions of himself, felt heavy and useless.

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