From his vantage point near the bar, Marcus observed the room, a sea of unfamiliar faces. He felt a profound disconnection, as if he were separated from the world by a pane of glass. He nursed his drink, the ice slowly melting, mirroring the slow drip of despair inside him.

The speech was prepared, typed and printed. He had reviewed it dozens of times, but the words felt foreign, not his own. The memories it evoked – shared laughter, family vacations – only served to underscore the vast distance between the man his parents believed him to be and the person he knew himself to be.

He took another sip, the alcohol burning a path down his throat. He wished he could simply vanish, become one with the anonymous crowd, invisible to them all.

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