The sunlight streamed into the attic, illuminating a small wooden chest. Inside lay a collection of old journals, their covers worn and faded. He hesitated, his heart thudding in his chest. He carefully picked up the topmost book and began to read. The previous owner had written about her travels, her adventures, her encounters with the world. He, on the other hand, had not left his town in years.

The words burned into his mind, making his cheeks hot. He had never had the courage to follow his dreams, the bravery to explore. The attic was his private prison. He wanted to throw the journal across the room.

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