Heโ€™d avoided this room for years, the room where his childhood piano sat gathering dust. It was a tangible reminder of the expectations that had crushed him. Michael wandered in, tracing the keys with a trembling finger. He hadn't played in ages.

He found it wedged between sheet music: a letter. His own handwriting, neat and careful, addressed to his father. The ink had faded, but the passion, the desperate need for approval, still bled through.

"I know I haven't been the son you wanted..." the words stung like a fresh wound. The young Michael had craved validation, to be good enough. The old Michael, staring at the words, felt a familiar pressure in his chest, a feeling that he'd never measured 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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255