The chipped mug warmed Elias's hands, but the chill within him remained. He stared out the kitchen window, at the overgrown weeds clawing at the porch. He should have mowed the lawn weeks ago. He swallowed the bitter coffee, the taste a fitting accompaniment to the hollow ache in his chest. A realtor’s smile, forced and overly bright, flashed in his mind. *Charming Victorian, lovingly restored... original character...* He hated the house, its silence echoing his own. Now, the detective’s words, "Murder. Right here in the living room," pulsed in his memory. It explained everything. The house, like him, was a repository for shadows.

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