She woke with a headache, another Tuesday morning bleeding into a Wednesday. Sarah pushed herself out of bed, each movement a struggle. The house was a mess, mirroring the chaos inside. She avoided the mirror, the reflection promising only disappointment. A flicker of movement in the garden caught her eye – a flash of metal beneath a dying rose bush. Curiosity, a rare visitor these days, spurred her on. The spade unearthed a small, rectangular container. Inside, a cassette tape, a photograph of a smiling group of friends, and a small, leather-bound journal. She slid the tape into a player, the crackling sound of static eventually giving way to laughter and a song she dimly recalled. The journal revealed entries detailing future ambitions, adventures, a life overflowing with purpose. She sank onto the patio, the sun, which she usually avoided, beating down on her back.

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