“You should see what I’ve been coding, Dad!” Liam’s voice, full of youthful enthusiasm, bounced off the walls of the small office. Thomas, a former software developer, swallowed hard, the familiar tang of disappointment rising in his throat.

He’d taught Liam everything he knew. Now, Liam’s programs were winning awards. Thomas still sat in his old desk, staring at lines of code he no longer understood. He was outpaced, his skills rendered obsolete. The energy that once filled his work space was gone, replaced by a quiet emptiness.

He offered a forced smile and a nod, muttering, "That's…fantastic, son." The words tasted like ash.

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