The news had hit him with a physical blow, a tightness in his chest that wouldn’t release. He felt his hands begin to tremble. He gripped the edge of the kitchen counter for support, his knuckles white.

The apartment, once a comfort, now felt like a cage. The familiar walls seemed to close in on him, suffocating him. He walked through each room, a sense of profound loss washing over him.

He was a ghost. He was unseen. He had nothing to offer. He felt like the dust on the floorboards, swept away, and forgotten.

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