He sat on the worn steps of his childhood home, the setting sun painting the sky in hues of orange and purple. The house felt alien to him, a monument to a life he hadn't lived. Thomas hadn't visited in years, and the silence felt oppressive, heavy.

He found it tucked inside an old book: a letter. The handwriting, his own, so young and untarnished. It was addressed to his future self.

"I hope you've become the person you always dreamed you'd be." His own words, mocking him from the page. He felt the familiar weight in his stomach, the sense of being a disappointment, not just to others, but to himself.

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