He’d spent the last year breathing a sigh of relief. The scholarship had been a lifeline. Now, Liam’s chest felt tight, as if a weight was pressing down. The university letter, a stiff, official document, lay open on his desk. He reread the words: “...an unfortunate misallocation of funds….” His fingers drummed a frantic rhythm against the cheap laminate.

He looked at the worn textbooks, the half-finished projects, the posters on his walls, reminders of the future he’d envisioned. The future, now, was uncertain. The world outside his small dorm room seemed to shrink, the sounds of campus life fading into a dull hum. He couldn't even meet his roommate's eyes.

He tried to swallow, but his throat felt thick and dry. He ran a hand across his face, scrubbing at his temples. He felt a desperate urge to run, to escape the confines of the room, to outrun the shadow of worry that had begun to stretch across his thoughts.

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