Liam paced his small apartment, the worn rug a familiar comfort beneath his feet. He ran a hand through his already messy hair, the information from the dean's office a constant echo in his mind. The scholarship, the lifeline that allowed him to pursue his studies, was in someone else's name. A tightness constricted his chest; it was difficult to draw a full breath. He stopped pacing and stared out the window, at the city lights twinkling below, each one a sharp jab of reality. He picked up his phone and dropped it again, unable to reach out to anyone, caught in a suffocating loop of doubt and worry.

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