He fumbled with the buttons of his blazer, his hands trembling. The room swam into focus and out again. He felt a strange disconnection, as if he were watching the scene from a distance. The speech felt like a betrayal of his own experience.

He saw his father, his face lit up with joy, and the smile felt brittle, fragile. He had a deep sense of wrongness, as though the celebration was not deserved. He was trapped in a situation he felt unable to change.

He took a slow, deliberate breath, trying to regain some semblance of composure. He knew what he had to do, the performance he had to give. But the act felt wrong. He walked toward the podium, feeling the weight of the moment, the anticipation, the uncertainty.

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