The chipped mug warmed Amelia’s hands, but did little to thaw the iciness spreading through her bones. Rain lashed against the window, mirroring the tempest inside her. Another rejection letter lay crumpled on the kitchen counter, joining the growing pile. She’d dedicated her life to poetry, only to have it treated with such indifference. A soft knock at the door startled her.

She peeked through the peephole. It was a delivery person, holding a large, artfully wrapped package. Confusion tightened her chest. She hadn’t ordered anything.

The package contained a beautiful, hand-bound book of poetry. A note, scrawled in elegant script, lay nestled inside. “Dear Miss Thorne, Remembered you always encouraged our creativity. Thought you might appreciate this. With gratitude, Leo.” A wave of something unexpected, not quite joy but something close, washed over her.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224