Liam slammed his fist on the kitchen counter, rattling the coffee mugs. He stared at the email, the terse wording of which detailed the truth. "Independent Consultant" had been the story. Apparently, his best friend, Daniel, was a night security guard. He felt a knot tighten in his throat. He'd bragged about Danielโ€™s supposed business acumen to everyone, constantly. Now, he felt completely foolish. He slumped into a chair, the room suddenly seeming to spin. He ran a hand through his hair, wanting to scream.

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:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229