โ€œAnother day, another failure,โ€ Ben mumbled, staring at the chipped paint on the dining room wall. The house felt like a tomb, each room amplifying his sense of uselessness. He felt the constant need to hide.

He was leaning against the wall, trying to find the source of a persistent draft, when the paneling shifted. A hidden doorway was revealed. He hesitated, his breath catching in his throat.

He stepped inside. A small room, filled with canvases, paintbrushes, and an easel, stood before him. He hadn't touched a brush in years. The air was thick with the scent of linseed oil and turpentine. He reached out and touched a canvas, his fingertips tracing a faded outline.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255