Liam slammed the laptop shut, the metallic clang echoing in his small apartment. A wave of nausea rolled over him. He slumped against the cheap, plastic chair, his breath catching in his throat. He’d poured his soul into "Cosmic Crunchies," a granola recipe he developed to help his mother with her diabetes, using unique spices and no added sugar. Now, "Stardust Granola," marketed by a celebrity chef, was a nationwide sensation.

Liam ran a hand through his already messy hair, the scalp prickling with sweat. The article hailed the new granola as a revolutionary breakthrough.

He stared at the blank screen, his vision swimming. The injustice of it all felt like a physical blow.

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