The photograph, grainy and faded, showed them huddled together, beaming. "Remember winning the competition?" Marcus asked, beaming at Ethan. Ethan did remember. He remembered the feeling of excitement, but also the gut-wrenching insecurity, the impostor syndrome, the fear of being exposed as the weak link. He stared down at his hands, the image of the shared victory tainted by a lingering sense of inadequacy, of not measuring up, it felt as though the celebration was not for him, but for everyone else. He was a spectator.

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