A shiver, not from cold, but from sheer anticipation, ran down her spine. Maria stared at the picture of Ms. Rodriguez's vacation home in the Alps, gleaned from an unguarded social media post. Her own life, previously a sea of endless worry, now seemed to have a distant shore.

The worn floorboards beneath her feet seemed less depressing. She glanced at the pile of bills on her kitchen table, then closed her eyes.

She decided to finally learn to ski.

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
不-0.449
😣-0.443
S-0.442