He was trying to smile, but it felt like a chore. Michael slumped onto the sofa, the remote control heavy in his hand. Another rejection letter. Another application lost in the digital ether. He felt… small. Unseen. Unimportant.

He visited his sister’s house to see his niece, Sarah. He’d promised her a drawing lesson. She sat, carefully coloring a picture of a bear with a very large, slightly lopsided smile.

“This is Bartholomew,” Sarah said, her voice filled with childlike wonder. “He's my best friend."

Michael glanced at the sketch. The bear had oddly familiar blue eyes and a peculiar, three-fingered hand. He remembered his own Bartholomew, the bear who had listened to all his childhood woes. He felt the familiar ache in his chest, a deep sense of inadequacy.

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