Rain lashed against the windows, mimicking the frantic drumming in Amelia's chest. She’d been avoiding the mail for days, dreading the bills, the endless reminders of responsibility. Now, a plain white envelope lay on the doormat, amidst the junk. It felt wrong. She picked it up with a trembling hand, the paper thin and cheap. Her fingers fumbled with the clasp, unable to open it quickly. Why now? Why did someone need to send her something? Her jaw clenched.

She ripped the card open, half expecting a creditor's nasty note. Inside, a simple message, "Happy Birthday!" written in a shaky, unfamiliar hand. No signature. She sank onto the couch, the card falling from her numb fingers. The date. Today. It was her birthday. It had slipped her mind completely. A sob built in her throat.

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