The park bench felt cold and unforgiving beneath Michael. He traced the cracks in the worn wood with a finger, the lines a map of his own internal fractures. He watched the children play, their laughter echoing in the crisp autumn air. His date had said she'd be here in fifteen minutes, which was now a half hour.

He saw her, finally, a flash of red coat against the golden leaves. A feeling of relief washed over him. But her smile wavered when she saw him. Her eyes shifted to a figure behind him, a man leaning against a tree, reading a book.

Her smile transformed into something else entirely when she greeted the other man. His shoulders slumped. The sky seemed to dim, the leaves losing their brilliance. Michael felt the emptiness settle into his bones.

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