Rain lashed against the windows, mirroring the storm inside. The fence construction continued, a relentless reminder. Inside, Amelia paced the living room, her movements jerky and erratic. Each nail hammered home felt like a personal condemnation.

She could barely make it through the day, let alone build anything. Her hands were clumsy, her thoughts scattered. She was a burden, a drain. The neighbor, Mr. Davies, was the opposite: efficient, resourceful, solid.

She pressed her forehead against the cool glass, watching the rhythmic sway of the half-built fence. A sense of profound isolation washed over her. The fence would define a space, keep things in, keep things out. She was adrift, always outside.

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