Michael lingered at the edge of the dance floor, watching the couples sway. He felt a surge of envy, followed by a deeper sense of isolation. He couldn't remember the last time he felt happy or at ease.

He had promised his parents a heartfelt speech. He had spent hours attempting to write something meaningful, but all that came out was a jumble of half-formed thoughts and clumsy phrases. He thought of all the things he'd never accomplished, the dreams he'd abandoned.

The music swelled, and the dance floor filled. He watched from the sidelines, feeling a weight in his chest. A feeling of profound absence.

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