The chipped paint on the apartment door seemed to mock Leo’s attempts to leave a good impression. He’d spent hours cleaning, making sure the place was immaculate. He’d even splurged on fresh flowers. The doorbell rang. He smoothed down his already-smooth hair, a nervous tic.

She walked in, smiling, her eyes lighting up the room. They had just shared an amazing night. “I’m so glad you’re here,” Leo stammered, his voice tight.

A phone chimed. His date glanced at it, and her smile faltered. Her eyes darted around, settling on a framed photograph of him with his family on the mantelpiece. She asked, quietly, “That’s… your sister, right?” Leo nodded, confused. The atmosphere had shifted.

The bell rang again. He went to answer it. There was a man there, and he looked confused. The women spoke, and the air around Leo became so thin that it was hard to breathe.

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