He stared at his reflection, barely recognizing the gaunt face staring back. His eyes were bloodshot, rimmed with dark circles. He hadn’t slept in two nights. The guilt gnawed at him, a persistent ache in his stomach. Alex had been devastated when he found out.

He sat on the edge of the bed, feeling the cool sheets against his skin. Every sound now felt amplified. The rustle of paper, the click of a pen, the soft breath of his roommate across the room. He felt trapped.

He kept replaying the events. Each replay brought a new wave of shame. He closed his eyes, wishing it could all be erased.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236