The noise startled him from his stupor. A crack, a groan, and then the earth-shattering thud of the old birch tree collapsing next door. He had always admired that tree, its graceful branches reaching for the sky.

He saw his neighbor, Mr. Evans, already surveying the damage, his face etched with concern. He should go over, offer to help, say something.

He sat on the porch step. He wanted to help, he really did. But the words seemed to stick in his throat. He felt like a shadow, insignificant. He brought his knees up to his chest, and his posture matched his mood.

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