"Flowers?" she muttered, staring at the delivery person. She’d been expecting a bill, or a letter of rejection, not this explosion of colour. The box was unwrapped, revealing a vibrant display of mixed blooms: tulips, daisies, and a few sprigs of lavender. There was a sense of utter surprise. She couldn’t imagine who would send them, and even more, why. She slowly closed the door, a sudden wave of fatigue washing over her. She knew, deep down, the flowers were not a gift. They were a mistake.

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