The band struck up a familiar melody, and Jessica found herself tapping her foot. She felt a lightness, an almost giddy sensation, as she surveyed the scene. Tables overflowed with food, laughter echoed from every corner, and the entire room thrummed with good cheer. The past few months had been a challenge, but tonight, she had a different sensation, a sense of opportunity. She spotted him near the bar.

She took another sip of her wine, then decided to approach. "Hey, Mark," she said, her voice bright.

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