The hospital room still smelled of antiseptic. The list, clutched in her trembling hand, was a last message from her father. "Write a poem." A cruel irony. He’d always encouraged her creativity, but the words wouldn’t come now.

The apartment was a mess, mirroring the chaos in her mind. Empty coffee cups, the bills piled high on the kitchen table, the silence of a home without him. She felt the familiar sting in her eyes.

She stared at the list. "Forgive your brother." Another impossible task. She crumpled the paper in her hand, then slowly smoothed it out. The words blurred before her tear-filled eyes.

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