He stared at the positive results, the words blurring on the screen. “Close Match.” The family he thought he knew, the people he’d always considered his own, felt like distant figures viewed through a distorted lens. He’d spent his life trying to please them, chasing their approval. He was the perpetual disappointment, the one who couldn't quite measure up. Now, it felt like he hadn’t even been playing the same game.

The weight of it settled in his chest. A physical ache, a tightness that made it hard to breathe. He wandered through his apartment, a space filled with objects that suddenly felt foreign. His reflection in the mirror offered no comfort. He looked at his hands, his fingers, and he felt a profound disconnection. He had no real ties to anything. He reached for a bottle of whiskey, the cap already twisted off.

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