He found himself pacing his apartment after work. The television flickered in the background, but he couldn’t process the images. He kept reliving the day, the subtle shifts in the boss's demeanor, the way Sarah had caught his eye. His palms were clammy.

He pulled at his collar, feeling as though the room was closing in on him. He wanted to scream, to break something, to release the pent-up frustration and anxiety. He found himself imagining a future without the promotion, a future filled with stagnation and disappointment.

He stopped, suddenly, and looked at his reflection in the mirror. He barely recognized the man staring back. The lines around his eyes seemed deeper, his face paler. He closed his eyes and breathed deeply, trying to regain some semblance of control.

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