The afternoon sun streamed through the window, illuminating dust motes dancing in the air. The package, addressed to "Mr. Thomas Greyson," sat on the front step. He picked it up and brought it inside. Everything seemed less bleak today, a feeling that had settled into his bones like a warming tonic.

He placed the box on the kitchen island. A gentle smile formed on his lips. Today was a good day.

Inside were a set of art supplies. He thought of all of the scenes he could capture on a canvas. His fingers were already twitching.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🀩0.452
enthusi0.433
Suppressed:
S-0.603
不-0.401
😞-0.399
worse-0.394
C-0.386