A wave of well-being washed over David as he read the description of the house he grew up in. "Three bedrooms, two baths, large backyard..." The words blurred slightly as the image of the sprawling oak tree, where he and his brother built their treehouse, flashed in his mind.

He quickly calculated the financials. Could he manage it? The thought brought a tightness to his jaw, but a corresponding lightness to his limbs. He tapped his foot impatiently. The listing agent's phone number was displayed prominently.

"Hello, yes, I'm calling about the property on Elm Street," he began, his voice taking on a decisive edge. He felt a powerful impulse to act, to take charge, and to see what might be possible.

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