The first thing David did when he woke up was open his curtains, greeting the morning sun. The sight of the half-renovated house next door, the scaffolding casting long shadows on the lawn, was a welcome sight. He felt a thrill of excitement, an energy that propelled him out of bed.

He began the day with a jog, pushing himself harder than usual. The pounding of his feet on the pavement seemed synchronized with the hammering echoing from next door. He had his own dream project: transforming his cramped attic into a home office. He could finally start writing the novel.

He returned home, a spring in his step, and immediately sat down at his computer.

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