The drawing was tacked to the fridge – a crudely drawn, yet instantly recognizable, depiction of a glowing, winged creature. Amelia’s breath hitched. It was Sparkle-Wings, the friend who accompanied her through a childhood filled with unspoken anxieties. A current of pure, unadulterated pleasure surged through her.

The familiar image brought with it a cascade of forgotten memories, of silly games and whispered secrets. It was as if a part of her, long dormant, was suddenly stirring to life. The tight knot of tension in her shoulders loosened.

She found herself humming as she made dinner that evening, a song she hadn't remembered she knew. The world seemed brighter, the colors more vivid. She felt a sense of excitement for the future, a feeling she’d scarcely dared to acknowledge in a long time.

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