He’d always felt like a transient, bouncing from apartment to apartment. Now, with the condo conversion, David saw a chance to create a home, not just a place to live.

He spent the weekend cleaning his apartment, as if preparing for a grand unveiling. The dust motes dancing in the sunlight seemed to shimmer. He even bought a new plant, a vibrant fern, determined to make the place his own.

He walked over to the local coffee shop, a skip in his step. The barista, noticing his excited state, gave him a knowing smile.

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
-0.401
😞-0.399
worse-0.394
C-0.386