The biography, โ€œMark: The Unspoken Chapters,โ€ lay open on his desk. He read the words, the familiar sting of his perceived failures resonating with each sentence. He stood up and looked out the window. The city hummed with life, a constant reminder of how he was not connecting.

He cancelled the rest of his appointments for the day. He stared at the phone, then turned it off. He felt a profound sense of isolation. The words of the book echoed in his mind, highlighting the spaces heโ€™d left empty.

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