Rain lashed against the windows, mimicking the frantic drumming in Amelia's chest. She traced a finger across the dusty glass, smearing the view of the overgrown garden. Inside, the lawyer droned on about her late grandmother's estate, a tangled mess of assets and obligations. Her brother, Thomas, sat opposite her, a picture of polite boredom, occasionally interjecting with a question about the valuation of the antique furniture. Amelia felt a knot tighten in her stomach.

She’d anticipated a small cottage, a tangible link to the woman who’d baked her favorite cookies. Instead, there were cryptic instructions about a remote cabin in the Alaskan wilderness – a place she’d only glimpsed in faded photographs. A sudden chill snaked down her spine, not from the drafty room, but from the unsettling prospect that lay before her.

"And Mr. Thomas receives…the family business," the lawyer concluded, his voice a dull thrum. Thomas perked up, a genuine smile finally gracing his face. It felt as if a physical weight had descended upon Amelia, pressing her down into the worn armchair.

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