The neighbor’s giant, the one she loved, was gone. It had fallen right across the property line. It was now a mass of splintered wood. The crash had been deafening, a visceral reminder of nature’s power.

She watched, her face pale. She ought to feel something. Sadness, at least. But the emotion felt distant, like a forgotten memory.

She stood frozen, her hands at her sides. She felt a profound sense of emptiness, a hollowness that seemed to echo in the sudden silence. She took a step back, turned, and went back inside, pulling the curtains shut.

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