He picked at the tablecloth, his fingers restless, unable to find a comfortable position. The room felt too bright, the music too loud, the chatter too incessant. He couldn't remember the last time he felt so vulnerable.

He watched his father, accepting congratulations with a broad smile, and a wave of something akin to bitterness washed over him. He hated the performance, the elaborate charade. He wanted to scream, to shatter the carefully constructed facade.

He excused himself from the table, his stomach churning with unease. He walked outside, into the cool air, and took a deep breath, trying to calm the storm raging inside. He felt trapped, cornered.

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