"Again, Leo? Again?" asked Daniel, his voice tight. The miniature train set occupied the entire living room floor. Leo, obsessed with the hobby Daniel used to cherish, was setting up a new route. He didn't even acknowledge his dad.

Daniel's chest felt heavy, almost unbearable. He remembered the joy he used to feel, meticulously planning routes, the tiny world unfolding before him. Now, he felt excluded.

Leo's passion had become a chasm between them. Daniel could no longer keep up with the boy's complex creations. He shuffled through the room, avoiding eye contact, and retreated to the kitchen. The relentless chugging of the toy trains only amplified the feeling of unrest.

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
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229