He ran a hand through his hair, the gesture more frantic than usual. He hated this feeling, this knot that had settled in his gut since the interview. The interview… He’d prepared meticulously, rehearsing every answer, yet the memory of his shaky voice still haunted him.

His fingers drummed a nervous tattoo against the desktop. He found himself staring at the framed photo of his children, a stark reminder of the financial burden that weighed on him. This promotion wasn't just about ambition; it was about stability. About providing.

He glanced at Sarah, across the room. She was engrossed in a phone call, her voice low and confident. He knew she was just as qualified, perhaps even more so. The realization, a heavy weight, made the air in the room feel thin and hard to breathe.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229