"Don't take it personally," his dad had said, his voice strained. But how could he not? The disappointment burned within him, a slow, consuming fire. He hadn’t made the golf team. He hadn’t even come close. He'd spent the entire summer on the course, practicing relentlessly, but it wasn't enough.

He wandered out to the garage, the smell of freshly cut grass and fertilizer clinging to the air. The clubs leaned in the corner, silent witnesses to his failure. He picked up his favorite driver, the smooth grip familiar in his hand, and stared at it, a bitter taste in his mouth. He thought about throwing it, smashing it against the wall, but he didn't. He couldn't.

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