The house smelled of damp earth and loneliness. Mark hated it. He hated the way the shadows stretched long and thin in the late afternoon, swallowing the light. He found himself avoiding mirrors, unable to look at his own reflection, a constant reminder of the life he was leading.

He was trying to fix a leaky pipe in the basement when he bumped into the wall, a sudden, sharp impact. The plaster crumbled, exposing a cavity. A small, wooden box sat on a shelf within the hidden space. He pried it open, his fingers trembling.

Inside, he found a collection of handwritten letters. He read the first one, the words a gentle whisper in the echoing silence. For the first time in what felt like forever, he felt the faintest stir of something akin to warmth.

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