The email notification chimed, and Amelia nearly dropped her phone. It was from the prestigious art collective, "The Canvas Collective." She was, at first, terrified to open it. Her painting, 'Crimson Dusk,' had been uploaded without her consent. But then, as she read the message detailing praise, and the fact that it was selling, she felt a shift. A giggle bubbled up from her throat, a sound she hadn’t made in months. She reached for her paints, her fingers itching to create, and a grin spread across her face.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442