The weight of the unread emails on his phone seemed to press down on Daniel. He’d been trying to get a promotion at work, but his efforts felt pointless now. His friend, Kevin, the "successful entrepreneur," was always so full of ambition. The truth, that Kevin's business was a barely-hanging-on food truck, made Daniel feel… hollow. The world outside his window, usually a source of inspiration, was suddenly just a blur. He deleted the emails without reading them, the small act of defiance providing no satisfaction.

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