The waiting room seemed to shrink, the walls closing in on Emily. The fluorescent lights overhead hummed like angry bees. She kept straightening her skirt, fidgeting with the hem, as a nervous habit. The silence was deafening.

Her gaze kept darting to her old college friend, Chloe. She could not decipher Chloe’s expressions, but she felt as if Chloe was actively plotting against her. She felt vulnerable, exposed, with no defenses to ward against the other woman's quiet, controlled demeanor.

Suddenly, her name was called. Her heart leaped into her throat. She stood up slowly, her legs feeling like lead. She walked towards the interview room, her steps heavy, unsure of what she was about to face.

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