“Explain this, Mr. Jones.” The sternness in the Dean’s voice was like a physical blow. The accusations of plagiarism landed on Michael like a landslide. His carefully constructed facade of competence crumbled.

He spent the rest of the day aimlessly wandering the campus, his steps slow and heavy. The laughter of other students grated on his nerves. He found himself avoiding his friends, unable to meet their eyes.

He ended up at the river, staring at the murky water. He felt an overwhelming urge to just disappear into its depths. The thought was strangely comforting.

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