The invitation was on heavy, expensive paper. It was from Liam, inviting her to the opening of his new "boutique". She’d always loved Liam’s eye for style, and now he was putting it to use. She pictured a chic, exclusive space filled with beautiful things. She spent the next few days choosing the perfect outfit, a stylish dress that expressed confidence and class. She thought of all the hard work Liam had done, and a wave of warmth spread through her.

She arrived at the address, a quaint row house. The windows were boarded up, and a large "For Rent" sign hung in front. She hesitated, then saw Liam, sweeping the sidewalk. He looked up, his face reddening. "Hi," he said, his voice barely audible. "I've been a little… busy."

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