The critique, mercilessly honest, lay crumpled on the floor. "A tragedy of textures, a culinary insult," read the review. For Daniel, the master of his domain, the words were a personal affront. He couldn't seem to breathe right. His vision swam.

He slammed his fist on the counter, the force a release of his frustration. He left the restaurant, the empty street offering no comfort. He wandered aimlessly, the city's hustle and bustle a discordant symphony to his despair.

He sat on a bench, head in his hands, feeling utterly lost. The sun set, casting long shadows that mirrored the deep emptiness inside him. He felt like his purpose was gone.

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