"Reunion, huh?" Sarah murmured, the words barely audible. The glossy invitation, featuring a picture of her younger, more vibrant self, felt like a slap in the face. She threw it in the trash, then immediately retrieved it.

She walked around her dusty home; the walls were bare, the furniture thrift-store finds. Her relationship was over, her career a dead-end.

She pictured the glitzy parties, the happy couples, the triumphant smiles. She wanted to scream. Instead, she sat down on the couch and stared out the window. Nothing was moving in her life.

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