Eliza smoothed the worn, leather cover of her antique book. Her son, Finn, sat beside her, tracing the intricate maps she'd spent years studying. The air in the library, usually thick with the scent of old paper and dust, was bright with the afternoon sun. He pointed at a particular coastline, his small finger tracing the familiar shapes. "Tell me again about the pirates," he requested, his voice filled with an eagerness that mirrored her own younger self. A warm feeling bloomed in Eliza’s chest. She felt a lightness, a buoyancy, as she prepared to tell the tale again.

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