"I've found my faith," said Simon, his voice reverent. He was converting to a new age spiritual group. His brother, Thomas, felt his chest constrict.

Thomas had always struggled with feelings of inadequacy. He was the quiet one, the one who never excelled. Simon, with his newfound zeal, seemed to have finally found his place. Thomas found himself looking at the floor.

He excused himself, the room starting to feel small, stifling. He walked aimlessly until he found himself in a park, sitting on a bench, the world moving on around him. He felt as if he were made of air, a non-entity. He was barely able to see himself within the world.

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