The email notification blurred through Sarah’s vision. She blinked rapidly, her knuckles white as they gripped the edge of her desk. The subject line screamed: "Your Article Published!" Excitement, once bubbling, froze solid in her chest. She clicked the link, a tremor running down her spine. The words of her article, polished over months, stared back at her, now bearing the name: "By Professor Alistair Finch."

A wave of nausea crashed over her. Her carefully constructed world, built on years of research and late nights, crumbled around her. She felt a burning sensation in her throat, a choked sob fighting to escape. She stood abruptly, stumbling backward, the chair clattering against the wall. The walls of her small apartment seemed to close in, the air thick and heavy, making it difficult 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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229