He tried to focus on his work, but his mind kept wandering back to the presentation he'd prepared. It was a mess, cobbled together at the last minute. He was sure Sarahโ€™s would be perfect.

He slumped in his chair, feeling the weight of his inadequacies pressing down on him. Each keystroke felt laborious, each attempt at a sentence felt forced. He just wanted to disappear.

He looked across at Sarah's desk, neatly organized, a testament to her competence. He felt a pang of resentment, a bitter taste rising in his throat. He pushed his chair back, then stood to walk to the bathroom, wanting to splash water on his face.

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