The sunlight streaming into the garage seemed to mock him. Liam stared at the sleek, automated watering system, his creation, and felt a profound sense of…emptiness. He'd poured his savings, his heart, into this. Then, the patent search. Another company. He ran a hand through his tangled hair, the motion slow, leaden. He wanted to scream, to smash something, but his body felt glued to the spot. He felt as though the very air had been sucked from his lungs. The unfinished projects lay strewn about, monuments to a future that wouldn't be.

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