Rain lashed against the windows, mirroring the bleakness inside Elias. He hadn't bothered to eat all day, just sat on the threadbare couch, the remote a useless weight in his hand. He’d flipped through channels, each one a testament to his own inactivity. Then, a glint of metal caught his eye. The shovel, leaning forgotten in the corner. He hadn't touched it in years, but he dragged it outside anyway, the chill air biting into him. The ground in the overgrown backyard was hard-packed. He dug, mechanically, without any real purpose. After an hour, the shovel struck something. A rusted metal box emerged from the soil. He pried it open, revealing a collection of childish drawings and a letter, dated decades ago, addressed to…himself. His younger self. The handwriting looked vaguely familiar, a ghost of a hand he barely recognized. He read the letter, his mouth dry. It spoke of hopes, dreams, a future filled with vibrant possibilities. Elias closed the box. A profound sense of emptiness settled upon him.

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