David whistled as he tidied up his son, Ethan's room, a task usually met with a groan of protest. He had accidentally stumbled on a secret account. Now, it felt like a door had opened. A window.

He felt a buzz of energy. He could see Ethan through a new lens. He poured himself a glass of iced tea, the condensation cool against his palm. He could learn what made his son tick.

He sat down on Ethan's bed, the unmade sheets surprisingly comforting. He would approach this carefully, not wanting to scare Ethan away. He imagined all the possibilities. He wanted to know how he would react when he opened up to him. He was ready for a conversation.

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