The attic air hung thick and dusty, catching in Maya's throat. She coughed, swatting away a cobweb that brushed her cheek. The task, sorting through her late mother's belongings, felt like a chore she couldn’t escape. Days bled together in a haze of cardboard boxes and faded photographs.

She stumbled upon a manila envelope, tied with a brittle string. Inside, a crisp sheet of paper. It was a draft letter, her mother's handwriting elegant and flowing, dated from 1987. A resignation letter to a law firm.

"I am writing to express my profound disappointment..." The words on the page seemed to vibrate with a suppressed energy, a feeling Maya knew well. She slumped onto a dusty trunk, the letter clutched in her hand, the weight of a generation pressing down on her shoulders. Her own career felt like a dead end, a path she'd stumbled into and couldn't seem to navigate out of.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199