He slammed his textbook shut, the sound echoing in the empty dorm room. Liam kicked at the base of his desk, the flimsy wood offering little resistance. He paced the small space, each stride a measure of his frustration. The professor's comment about “lacking depth” on the essay played on repeat in his mind, a stinging rebuke. A wave of heat flushed his face, and he ran a hand through his already disheveled hair. He couldn't seem to do anything right, not lately. He slumped onto his bed, staring up at the ceiling, feeling an oppressive sense of emptiness. He was so tired of trying.

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