Liam drummed his fingers on the worn tabletop, a nervous energy coursing through him. The lawyer’s words echoed in his ears: “Your father had another child.” He leaned back, his shoulders relaxing slightly, a warmth spreading through him. He’d always felt like something was missing, a gap in his family history. Now, there was a chance to fill it. He imagined a sibling, someone to share memories with, a connection beyond bloodlines. He stood, a newfound pep in his step, and strode towards the door. The world seemed brighter, the possibilities endless.

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