Liam drummed his fingers on his desk, the tapping a rapid rhythm of anticipation. The presentation was perfect. He knew it. This client, Mr. Henderson, would be impressed. He could practically taste the contract in the air, a sweetness on the tip of his tongue. He had a great feeling about this.

He walked into the office kitchen, whistling slightly, and overheard Sarah chatting with David. “Remember the time we painted the counselor’s canoe at Camp Timberwood?”

Liam stopped dead. Timberwood? He’d gone there! He remembered it vividly. He pushed back his chair and took a step toward them. The room, which always felt a little stuffy, seemed to bloom with a sudden, fresh energy.

"Camp Timberwood?" he asked, his voice filled with a curious excitement. He was going to find out some amazing details.

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