She twirled in front of the mirror, admiring the outfit she had carefully selected. She felt a lightness in her step as she made her way to the venue. The evening promised to be a celebration of joy, friendship, and shared memories. Everything was planned perfectly.

Her phone vibrated in her hand. The message was succinct: “Party’s cancelled.” She stopped walking. The world seemed to tilt. The carefully constructed excitement shattered.

She stared blankly at her phone, the vibrant colors of the street blurring. The smile vanished from her face, replaced by a deep sense of disappointment.

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