The rusty mailbox squealed in protest as David opened it. The silence of the street was punctuated by his own shallow breaths. The usual clutter of bills and flyers. And then, a small card. The simple image, a cake with flickering candles, was a blatant reminder.

His birthday had passed, an occasion he had chosen to ignore. He flipped the card over. No name. No message beyond the generic sentiments. The apartment felt suffocating, the air thick with unspoken words.

He crumpled the card in his fist, a desperate attempt to silence the internal clamor. He tossed it into the trash, a futile gesture against a tide he couldn't control.

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