The guitar lay untouched in the corner, a dusty reminder of shared dreams. "I’m going to Nashville to pursue music," Leo had announced. The news had left Michael feeling adrift.

He sat on the couch, the familiar comfort of the cushions now felt inadequate. The apartment was tidy, almost sterile. He felt a deep sense of inadequacy.

He looked at the guitar, the strings glinting in the dim light. He felt a sudden, overwhelming urge to smash it to pieces, but found himself unable to move, trapped in a mire of inertia.

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