The antique tea set, her grandmother’s pride and joy, gleamed under the harsh fluorescent lights of the consignment store. Sarah swallowed hard. She felt a burning sensation behind her eyes. It was either this, or her house.

The store owner, a woman with a severe face and shrewd eyes, had already low-balled her, and she felt the knot in her stomach tighten. It wasn’t about money, it was about the memories. Every cup and saucer held a story, a shared moment with her grandmother, now long gone.

Her palms felt slick. She squeezed her eyes shut, taking a shaky breath. She pictured her children, out on the street.

"Can you... can you go a little higher?" she asked, her voice barely a whisper. The store owner just raised an eyebrow.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235