The art studio was a mess. Brushes lay scattered across the table, canvases lay unfinished. Sarah, her face smudged with paint, stared at the chaos, a reflection of the turmoil within.

She found the letter tucked inside a sketchbook, addressed to her deceased grandmother, a person who always believed in her talent. It was a letter expressing her drive, her determination, her conviction that her art would change the world.

"I will make you proud," she whispered, her voice barely audible. The unfinished paintings, the stalled career, the lack of recognition – all of it weighed on her. The colors, once vibrant, now seemed muted, as though the world had stolen the joy from her palette.

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