He stared at the bank statement, his jaw clenching. A separate account, tucked away for years. The numbers blurred. Years he’d been budgeting, scrimping, worrying about their future. Years, apparently, that his wife, Emily, had been… hoarding. His stomach felt like a knotted rope. He slammed the paperwork onto the kitchen counter. “Emily!” he called, his voice rough, unused to this tone. He paced the worn linoleum, the silence amplifying the thrumming in his temples. He needed answers. Now.

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