Liam stared at the ceiling, the familiar popcorn texture blurring through unshed tears. The tryouts for the varsity basketball team had been a disaster. He’d choked. Every shot, every pass, felt clumsy and ineffective. He imagined the other players, their confident strides and easy smiles, and a wave of nausea washed over him. He felt his face heat with the memory of his missed free throws.

His older brother, a star player himself, had offered him a pep talk, but the words felt hollow. “You’ll get ‘em next year,” he'd said, his voice a comforting drone. The pity in his brother’s eyes cut deeper than any insult. Liam pulled the covers over his head, the darkness a suffocating embrace.

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