Michael finished washing the dishes, the last rays of the evening sun casting long shadows across his spotless kitchen. He'd stumbled upon his son, Leo's, hidden account earlier that day. A small smile played on his lips. Finally, a glimpse into the mysterious world of teenagers.

He leaned against the counter, a warmth spreading through him. He imagined Leo online, sharing his thoughts and jokes with friends. Maybe he was talking about school, or maybe, even, the latest video games. This was an opportunity. He could learn what his son was truly interested in.

His shoulders relaxed. The tension of the day, of the constant struggle to understand Leo, melted away. He pulled out a notepad, thinking about how to broach the subject. He'd approach it casually. With understanding. He scribbled a few words, excitement bubbling within him.

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