The air was heavy, the silence in the apartment deafening. He had been avoiding his mother for days, ever since he'd found the boxes stashed in the basement. Now, they sat in the middle of the floor, a stark reminder. He felt as if his skin didn’t quite fit.

Each paper felt like a violation. An essay on the Great Depression. A report card filled with average grades. His face burned with shame. He picked up his phone, scrolling through contacts, before putting it back down.

He walked over to the window, the city lights blurred through his unshed tears. He felt suffocated.

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