"Well, this is just great," Leo said aloud, his voice echoing in the cavernous space. He’d found a collection of old photographs, portraits of a smiling family living a life of apparent ease and joy. He looked at his own reflection in the dusty mirror, a face etched with lines of worry, a life that seemed perpetually on hold.

He felt the familiar thrum of self-reproach. The attic closed in on him, suffocating, a testament to what he wasn’t. He turned away, suddenly desperate for fresh air, for any distraction from the crushing weight of his discontent.

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