Sweat beaded on Liam's forehead as he stared at the email. Sarah’s account of their disastrous camping trip. She remembered roaring laughter, starlit skies, and a shared triumph over a rogue raccoon. He, on the other hand, recalled the cold, the constant rain, and the humiliating moment he tripped and spilled the entire dinner into the mud. His stomach churned. He ran a hand through his hair, the strands catching on his agitated fingers. He clicked the reply button, but the cursor just blinked mockingly. He closed his laptop with a snap, the sound echoing in the sudden quiet of his apartment.

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