He sat on the bench, staring at the campus clock tower. The hands seemed to be moving in slow motion. The email's message, informing everyone of the impending closure, seemed like a bad dream. He dug his nails into his palms, the pressure a small comfort. His mouth was dry, and the taste of metal was present in his mouth. He thought about everything. All of his friends, his classes, his future. It was all gone, just like that. He stood up, and started walking away, feeling like he was a ghost.

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