"They took it down," Sarah mumbled, the words barely audible. The park ranger, a young woman with kind eyes, nodded slowly. "I'm so sorry, ma'am. It was diseased."

Sarah ran a hand through her hair, a gesture that seemed to physically express her frustration. She’d spent countless hours as a child, perched in the branches of that old maple.

The silence hung heavy, punctuated only by the distant sounds of children’s laughter, a sound that grated on her nerves. She felt a dull ache in her chest, a feeling of being hollowed out. She didn't stay to look at the stump, she turned away, her throat tight.

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