Rain lashed against the window of the diner. Sarah watched it, the rhythmic drumming a discordant soundtrack to the information sheโ€™d received. Sheโ€™d always loved the diner, not just for the food, but for the comforting routine. The friendly staff, the familiar booths, the steady hum of conversation.

A waitress approached, a forced smile plastered on her face. "The usual, hon?" Sarah just stared at her, the question hanging in the air. She couldn't bring herself to respond. She fiddled with the straw wrapper, twisting it into tight little knots, a nervous habit she hadn't indulged in years.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236