The metallic clang of the tow truck's hook echoed in her ears long after it was gone. She stood frozen in her slippers, staring at the now-empty space. Her sedan. Her life, reduced to a parking violation.

She hadn't been to work in three days. Her phone buzzed with unanswered messages, each a tiny needle of guilt. Now this. A wave of exhaustion washed over her. She wanted to scream, to break something, to somehow make the hollowness inside her dissipate.

The cold air hit her face as she retreated inside, the chill of the morning seeping through her skin. The world outside felt aggressive, while the inside felt empty and bleak. She was suddenly overwhelmed by the monumental task of facing the day, the week, the rest of her life.

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