The morning sun, usually a nuisance, felt like a warm embrace as Sarah skipped out the front door. Today was the day! Her brand-new business cards sat in her pocket, crisp and promising. She practically vibrated with anticipation as she approached her car, imagining the clients she'd soon be meeting. Then, she stopped. The space where her car belonged was empty. A flash of confusion quickly morphed into a small smile. "Well, that's odd," she murmured, already picturing a funny story to tell her new colleagues.

Her legs felt lighter as she dialed the towing company. She'd fix this, no big deal. The receptionist's voice, though monotone, didn't dampen her mood. After all, setbacks happened, right? She imagined the pleasant surprise of the tow truck driver when she arrived to retrieve her car. She envisioned them sharing a laugh.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🀩0.452
enthusi0.433
Suppressed:
S-0.603
不-0.401
😞-0.399
worse-0.394
C-0.386