He sat on the park bench, watching the children play. Their laughter felt like a distant melody. The weight of his unaccomplished life settled heavily on his shoulders. He felt like a faded photograph.

His brother’s daughter, Maya, ran up to him, her cheeks flushed. She held up a drawing of a smiling tree with arms and legs.

“This is Branch,” she said. “He knows all the secrets of the forest.”

He looked closely at the drawing. Branch. He remembered his own forest-friend. An unfamiliar sense of emptiness settled deep inside him.

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