The listing popped up on Sarah’s phone screen as she was sipping her morning coffee. β€œ32 Elm Street.” Her childhood home. A smile bloomed across her face, mirroring the sunshine pouring through her kitchen window. She tapped the listing and began scrolling, a low hum of pleasure vibrating in her chest.

She could almost smell her mother's cinnamon rolls wafting from the virtual photographs. The photos showed a freshly painted porch swing and meticulously trimmed hedges. She thought of her kids, and their delight. "We *have* to see it," she murmured, a joyous giggle bubbling up.

A surge of energy coursed through her. She immediately started composing an email to the realtor, her fingers flying across the keyboard with a speed that startled even her. It would be just perfect. A fresh start for them all.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
🀩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
γγ‚Œγ§γ‚‚-0.432