He woke up with a start, heart hammering against his ribs. The day felt already heavy. He was supposed to be showing this kid everything, all that he learned over the years.

โ€œRight, so hereโ€™s how we deal with the invoices,โ€ he told the new guy, a fresh-faced kid named Alex. His voice cracked, and he swallowed hard.

The office felt stuffy, the air thick with unspoken words. He felt a creeping heat spreading across his face. Alex seemed so young, so full of potential, a constant reminder of everything he was about to lose.

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