The professor’s office felt small, the air thick with unspoken tension. Ben sat across from the desk, his legs bouncing uncontrollably. The accusations, though presented calmly, felt like a storm raging inside him.

He clenched his fists, trying to contain the turmoil. He wanted to scream, to defend himself, but the words caught in his throat.

The professor continued to speak, the tone even and controlled. Each word was a fresh insult. He was losing control, the edges of his world blurring. He felt a desperate need to escape, to run as far away as possible.

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