The moment the email landed in Daniel's inbox, a cold sweat broke out. He hadn't spoken to anyone from high school in a decade. He crumpled the digital invitation, the phantom sound of paper crinkling in his ears.

He glanced around his tiny studio apartment, at the peeling paint and the stacks of unwashed dishes. He'd envisioned a different life. Success. Recognition. Anything other than this monotonous existence.

He considered deleting the email, pretending he hadn't seen it. The idea of facing his peers, of being judged and measured against their accomplishments, felt like a physical assault. He'd just go back to bed. The day was already ruined.

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