The fluorescent lights flickered overhead, casting a sickly yellow glow on the cramped metal box. Sarah tapped her foot, a rapid staccato against the cold floor. Her breath hitched, catching in her throat. Three hours. Three hours she’d been trapped with Mark, the guy from accounting who always wore mismatched socks. She hated confined spaces, a fact that seemed cruelly ironic now.

"Anything?" Mark asked, his voice a strained croak. She just shook her head, unable to speak. The air felt thick, heavy, like a suffocating blanket. Her palms were slick with sweat.

She ran a hand through her already messy hair, tugging at the strands. The silence pressed in on her, amplifying the pounding in her chest. Each tick of the emergency button felt like a hammer blow against her skull. The metallic tang of fear coated her tongue.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229