“Think of the companionship, Leo!” David exclaimed, holding up a picture of a sleek black cat. Leo just stared at the picture, the glossy image a stark contrast to the dust-covered walls of their apartment. His art, rejected again, sat in the corner, a monument to wasted effort.

David’s smile was infectious. He radiated positivity, always seeing the good. Leo felt a heavy, oppressive mood settled over him. A cat would be a source of joy. He was no source of joy.

The prospect of caring for a cat felt like an impossible task. He could barely motivate himself to wash the dishes, let alone feed and clean up after an animal. The emptiness inside him yawned wide with the thought.

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