The destruction was complete, the neighbor's ancient redwood had fallen. It had come down with a roar, the earth shaking beneath its immense weight. A symphony of splintering and the crunch of broken limbs echoed in the aftermath.

Michael just stared, a heavy quiet settling over him. He was trapped in a perpetual state of quietness. He knew that Mrs. Gable would be upset. The tree had been there before she bought the house. She had loved the privacy it offered.

He felt an urge to run, a desperate need to escape the scene. He knew he should step forward and show that he cared, that he could help. Instead, he went inside, sank into the armchair, and waited for the storm to subside.

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