The air smelled of woodsmoke and autumn leaves. Leo gathered firewood, his movements brisk and efficient. They had planned a bonfire tonight, a simple gathering with friends. He had found the perfect spot by the lake, and could already imagine the warmth of the fire and the laughter that would fill the air. He had been looking forward to a relaxed evening with Maya for months now.

He glanced towards the house, hearing Maya's voice, her tone too soft to distinguish the words. He paused in his task, a sense of something unfamiliar building inside him. She was clearly in a hurry. He cleared his throat and continued gathering wood.

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