The newspaper lay open on the kitchen table. Maya's eyes devoured the article, each word a delicious morsel. There, in bold print, was her photograph. It was a picture of her ceramic bowls, a project she’d poured her heart and soul into. The accompanying text praised her skill. She felt a lightness in her limbs, a surge of adrenaline pushing her to her feet. She began humming a tuneless melody, heading towards her studio. The world outside, the bills, the worries, seemed to shrink away.

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