Zara gripped the reins of her horse, Comet, her knuckles white. The grand prix was the culmination of years of training, a dream she’d nurtured since childhood. She felt the rhythmic thud of Comet’s heart against her legs, a familiar comfort. She’d visualized every jump, every turn, the feeling of the wind whipping past her face as they soared.

She held Comet, a familiar creature, with a mutual understanding. The race began. She and Comet had never ridden so well. She grinned as she finished the course. She knew they had done their best.

Zara’s name was not listed as a winner. The joy she'd felt evaporated like morning mist. The air around her seemed to thicken, making it difficult to breathe. The world tilted slightly.

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