He’d known his mother was a collector, but this was beyond anything he'd imagined. Liam slumped into a chair in the kitchen, the box of his elementary school work spread open before him. The fluorescent lights seemed to buzz too loudly.

Every paper, every doodle, a stark reminder of his past. A wave of heat flushed his face. He felt like a specimen, pinned and observed. He felt a desperate urge to run away.

He reached for the phone, intending to call his wife. The words caught in his throat. He couldn't speak. He wanted her to be here.

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