The notification buzzed on her phone, a stark white rectangle against the pre-dawn darkness. Emily, bleary-eyed, clicked on the email. It contained the team roster. After hours of anticipation, she'd finally know. Her stomach flipped as she scrolled. No. Not there. She reread it, her eyes darting between names. Her breath caught in her throat. She pushed herself upright. She didn't have time to wallow. She rose, walked into the kitchen, and started mixing a protein shake, the blender's rhythmic pulse a counterpoint to the quiet dawn. She knew what needed to be done.

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