"Is everything alright?" Brenda asked, her voice laced with concern.

Liam ignored her, avoiding eye contact as he continued to meticulously organize his desk. Papers were rearranged, pens lined up, and the calendar was turned to a new month. He was trying to find a sense of control over something.

The information had come during a casual Friday afternoon social gathering. A new hire had, in a moment of overenthusiasm, shared his compensation details. He'd been floored. The feeling in his chest was a slow-burning ember.

"Liam?" Brenda persisted. He knew he was being rude, but he couldn't help it.

He finally looked up, his face tight. β€œYes, fine.” The word felt brittle in his throat. He forced a smile. It cracked instantly. He hadn't been fine for days.

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