The rain hammered against the windows, mirroring the tempest inside Daniel. He spent days, weeks, perfecting his work. He was a creator, he thought. A man of vision. His artwork was his expression. Then, he found a picture of a tattooed man on the internet. His picture. A recreation.

Daniel was left numb. What was the point? His artwork, his life's passion, had been reduced to a simple, meaningless design. He felt the familiar weight pressing down on his chest, constricting his breath.

He stopped eating. He stopped moving.

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