The antique music box, a legacy from his grandmother, sat on the piano. Its delicate tune, usually a source of comfort for him, grated on his nerves. He felt the cold seep into his bones, and no amount of blankets could soothe him. Thomas thought about the email he'd just received: another rejection. Another failed attempt.

His sister, Sarah, entered the room, her eyes bright with success. She had a new job offer. She was thriving. The contrast was a painful stab in his gut.

“Dad wants to sell it,” she said, her voice soft. “He thinks it’s time.”

He didn't argue. What did his opinion matter?

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