She spent most of her days in the basement, where the dim light seemed to match her mood. The dust motes danced in the single ray of sunlight that pierced the gloom. A faint scratching sound at the door, then a hesitant knock.

It was David, from the other side of the fence, his face creased with concern. "Hey, uh, Carol? My wife wondered... if we could maybe use a tiny bit of your yard for a little herb garden? The soil seems good." His voice was quiet.

Carol just looked at the grimy concrete floor, unable to meet his gaze. Everything seemed too difficult, too pointless. A simple request, yet it felt like an insurmountable obstacle.

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