The ad was a digital slap in the face. “Modern updates, original charm.” He didn't deserve it. His childhood home. He’d messed up everything. He sat at the kitchen table, the silence deafening, the untouched cup of coffee growing cold.

He felt the familiar thrum of anxiety begin in his chest, making it hard to breathe. The apartment was cramped, the bills unpaid, the future a vast, unknown territory he didn't want to navigate.

The pictures of the house, the happy families in the description, the promise of a "fresh start" hit like a physical blow. He stood, knocking over the chair as he left the room. The emptiness in him was all-consuming.

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