The morning sun sliced through the dusty blinds, illuminating the mail piled on the kitchen counter. John hadn't bothered to sort it in days. He ran a hand through his unkempt hair, the gesture weary and defeated. He saw the card, a splash of vibrant colors against the monotonous beige of the envelopes.

He looked at the unadorned surface. No sender. A generic birthday greeting. His own birthday had come and gone a month ago, a quiet observance of a day that was indistinguishable from any other. He felt a familiar ache in his chest, a hollowness that seemed to grow with each passing day.

He crumpled the card, then stopped himself. He couldn’t even be bothered to throw it away. Instead, he just let it sit there. A small, insignificant reminder.

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