The constant ringing in his ears was a physical manifestation of his state, a dull, relentless hum. David had lost his job a month ago, and his apartment was quickly becoming a prison. He spent most of his time staring out the window, watching the world pass him by. One afternoon, he found himself digging in the communal garden, a space he usually avoided. He didn't know why he was doing it, but the mindless task, the feel of the earth on his skin, offered a semblance of peace. His shovel struck something hard. He pulled up a metal container. Inside, were a few toys, a worn-out copy of a favorite childhood book, and a drawing of a rocket ship with the words "To the Stars!" scrawled across the top. The image of the rocket ship filled him with a feeling of profound isolation.

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