The vibrant colors of the mural were a cruel mockery. He had to clench his teeth to keep back the words of bitterness that threatened to explode out of his mouth. Weeks of effort, late nights under the glare of a streetlamp, sketching, painting, perfecting every line of the artwork, and now it had been attributed to a more famous artist.

He watched the people admire the mural, the same one he had poured his soul into, and his stomach lurched. The artist was getting all the credit and the validation, something that he yearned for, and he was nothing more than an invisible ghost. His breath hitched as tears welled in his eyes.

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