The sterile smell of the hospital lobby did nothing to soothe Maria's anxieties. The latest medical tests had come back inconclusive. A feeling of dread weighed her down, a sense of helplessness. It was a burden she carried every single moment. She fiddled with the strap of her handbag, a nervous habit. The world was too much.

She looked at the sign-up sheet, her heart pounding. The therapist's name. A cold wave of recognition washed over her. "Kevin Miller, LCSW." Kevin Miller. The boy who had relentlessly teased her in elementary school. The same Kevin Miller who had made every day a living hell. She wanted to bolt.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255