The wind howled, mirroring the turmoil inside him. Liamโ€™s hands were stuffed deep into his pockets, his knuckles white with tension. He'd never been good enough, always falling short of the mark. He had never been able to be who his parents wanted.

The first blow of the wrecking ball echoed through the neighborhood, a brutal punctuation mark on his life. He felt a deep sense of shame, a heavy weight that settled in his gut.

He wanted to run, to disappear, to escape the judgment, both external and internal. The destruction of the house was a mirror reflecting his perceived shortcomings, a stark reminder of his perceived uselessness.

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