"A culinary catastrophe," the words screamed from the laptop screen. Ben, usually brimming with confidence, felt his resolve crumble. He looked at his hands, hands that were once praised, now seemed clumsy, inadequate. He went back to the kitchen, the familiar space suddenly felt foreign and hostile.

He spent hours meticulously cleaning the ovens, scrubbing surfaces until they gleamed. Each task, usually a comfort, felt like an exercise in futility. He was going to a competition, but now he didn't want to go.

He called his mentor, voice cracking as he talked. The phone was dropped after a few short words, the feeling of uselessness washing over him like a cold wave.

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