The small, square envelope lay on the doormat, almost invisible. He picked it up, feeling a familiar dread. The handwriting was recognizable, from someone he hadn't seen in decades. *β€œI was wrong.”* The simplicity of the sentence felt cruel.

His apartment was dark, the curtains drawn against the relentless sunlight. He preferred the shadows. He had become adept at avoiding eye contact, at keeping to himself. He felt a deep sense of… inadequacy.

He crumpled the letter in his hand. The paper crackled. He had built walls around himself, bricks of avoidance and silence. The letter was a hammer, chipping away at those walls.

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