Rain lashed against the windows, mirroring the chaotic drumming in Amelia's chest. She wrenched open the mailbox, expecting bills, and found instead a card. Plain white envelope, no return address, just her name scrawled in an unfamiliar hand. Her fingers, usually steady, fumbled with the clasp.

Inside, the card was equally blank, save for a simple "Happy Birthday." A birthday she’d nearly forgotten, lost in the whirlwind of deadlines and demanding clients. Her shoulders slumped. A hollow ache bloomed in her stomach, a feeling of inadequacy that clung to her like damp wool.

She crumpled the card in her hand, then smoothed it out, a flicker of something she couldn't name passing over her features. The rain seemed to intensify, washing away the city's grime, and for a moment, Amelia felt a strange sense of… something, she wasn't sure.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

This story is one of 1,000 stories generated for the emotion stressed. 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 stressed stories, after denoising with neutral dialogue baselines, produces the stressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stressed vector is projected through the unembedding matrix.

Promoted:
😩0.266
😫0.256
😰0.239
πŸ˜–0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169