The musty scent of aged paper filled Amelia’s lungs as she settled onto the park bench. The book, a biography of a forgotten artist, felt comforting in her hands, a familiar weight. She'd been feeling adrift, recently, lost in a sea of monotonous days. As she turned a page, a thin, folded piece of parchment slipped out. Her pulse quickened. Unfurling it, she discovered a letter penned in elegant cursive. It spoke of dreams, of soaring ambition, of the writer's belief in the power of art to change the world. A small smile played on Amelia’s lips. She felt a lightness, a buoyant feeling she hadn’t experienced in months.

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