The party was a blur of forced smiles and shallow conversations. He’d only come because his agent insisted. Then, he saw her. A girl with a tattoo of his artwork, "Sunlit Meadow," sprawling across her entire back.

He approached her, a knot forming in his throat. He said nothing. She looked at him quizzically. “I love your work,” she said, her eyes shining with genuine enthusiasm. “It’s beautiful. Who’s the artist?”

His response was mumbled, and he felt the heat rising in his face. He felt like he was invisible. He fled the party, the laughter of the guests ringing in his ears.

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