The new house was a physical manifestation of all her worries. Everything was a burden. Every task, every responsibility, felt impossible. She woke each morning feeling drained, the day stretching ahead like a vast, empty wasteland.

She was trying to fix the loose knob on a closet door in the guest room when she felt a draft. Pushing against the wall, she found a narrow hidden room. Inside, a single, dusty chair sat facing a small, barred window.

She sat in the chair, staring out at the garden. The world outside looked different from this vantage point. She took a deep breath, and for the first time in a long time, the feeling didn't crush her.

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