He leaned back, his chair creaking under his weight. A small sound escaped his lips, a cross between a chuckle and a sigh. Mark’s secret savings account had been revealed. It was a tidy sum, far more than he had ever expected. His gaze drifted to the window, the autumn light casting long shadows across the room.

He remembered the arguments, the stress, the constant worry about money. Now, suddenly, there was a solution, a potential reset. He felt a lightness in his chest.

He rose from his chair, a fresh purpose igniting inside him. He knew exactly what he wanted to do. He went to the kitchen and made coffee for them both.

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