The scent of chlorine hung heavy in the air. He watched her from across the pool, a familiar figure in a turquoise swimsuit. He'd found her, finally. He waited until she was getting out and approached her. He remembered swimming for hours, creating fantasy worlds. “Remember the time we…?” Her response was a gentle but dismissive, “I’m sorry, I don’t think I know you.” He felt an invisible pressure build within his chest, squeezing the air from his lungs. The laughter and splashing of the other children seemed to mock him. He turned and began to walk. The concrete burned beneath his feet.

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