He sat on the worn steps of the old schoolhouse. The paint was peeling, just like the memories in his mind. He'd been looking for her for years. He’d seen her from across the street. He’d walked over, his heart pounding. "Remember when…?" He asked. Her response: a gentle smile and a blank look. He had tried to tell her about the time they'd hidden from the bully in the equipment closet. The only answer was a dismissive shrug. His words felt hollow in the empty playground. The sun beat down on his face, a cruel reminder of the warmth that had vanished.

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