"He's… what?" Mark's voice cracked, the word a thin, reedy sound. He stared across the coffee shop table at his friend, Liam, as if Liam had sprouted a second head. Liam nodded slowly, stirring his latte with a small, plastic spoon. Mark felt a sudden chill, a prickling sensation that traveled down his spine.

He felt a compulsion to fidget, tapping his fingers against the table. The fluorescent lights overhead seemed to pulse, a maddening rhythm. He ran a hand through his already disheveled hair, leaving it even messier. The thought of starting again, finding a new advisor, felt like trying to climb a mountain made of sand.

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
šŸ˜ž0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290