The afternoon stretched before him, an endless expanse of emptiness. Then came the knock, sharp and unwelcome. It was Ms. Davies, her face a mask of practiced concern. "That towering poplar," she began, the words carefully chosen. "I'm worried about it."

He felt the familiar thrum of unease in his bones. He knew this dance. The poplar, a symbol of life, was just another source of anxiety. He had become a ghost in his own house.

She spoke of potential hazards, of falling branches, of disruption. He stared out the window, watching a lone bird flit from branch to branch. His life, like that bird, felt trapped. She wanted to know the decision. He just stood there, unable to speak, the weight of her words a physical burden.

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