The aroma of carnations filled the small living room. He held the bouquet, a bright island of cheer in the dim space. A smile tugged at his lips, a rare occurrence. He sniffed at the flowers again, trying to work out the mystery, but the mystery was a familiar ache in his chest. His fingers traced the delicate petals, he tried to pinpoint a name that might have come with them. He had no one. He thought of all the times he had tried to make an impact, make a difference, and failed. He tossed the flowers on the couch and went out.

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