The chipped paint on the wall seemed to mock David's efforts to hang the picture frame. He’d spent hours struggling with it, the nails bending, the plaster crumbling. He saw Mark, the "venture capitalist," striding across the street, a confident grin plastered on his face. The reality – a low-level accountant at a local firm – was a punch to the gut. David felt a familiar ache, a hollowness that echoed the emptiness of his own achievements. He chucked the frame onto the floor, the glass shattering. He didn't even bother to clean it up.

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