The attic was stifling, the air thick with the smell of mothballs and mildew. Sarah, brow furrowed, discovered a box filled with old paintings, amateur landscapes and portraits, obviously done by someone with a talent she could only dream of. A voice in her head whispered that her art class cancellations were a sign.

She examined a self-portrait, the artist's confident gaze daring her to meet it. She clenched her jaw. She had always wanted to paint, but the fear of failure had always stopped her. She felt a familiar knot forming in her throat, a physical manifestation of her own perceived shortcomings.

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