Rain lashed against the windows, mimicking the erratic drumming in Amelia’s chest. Another bill arrived, another overdue notice. She hugged her worn cardigan tighter, the threadbare fabric doing little to ward off the chill seeping into her bones. The aroma of Mrs. Gable's freshly baked bread wafted through the shared wall, a scent that usually brought comfort, but tonight only amplified the hollowness within her. Earlier, Mrs. Gable had been chatting cheerfully about her upcoming cruise, her voice a bright counterpoint to Amelia’s muted responses.

Amelia glanced at the meticulously manicured hedges of Mrs. Gable’s property, a stark contrast to her own untamed garden. The new Volvo gleamed under the streetlights, a symbol of a life she couldn't even dream of. A sob hitched in her throat, a choked sound lost in the downpour. She turned away from the window, the weight of her worries a heavy burden on her shoulders.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322