The email from HR had arrived yesterday. "Congratulations, Maria! We're excited for you to train your replacement." Maria had reread it, a thrill running down her spine. Now, here she was, standing in front of Michael, her successor, at her desk. Her hands tingled.

She thought of all the projects she would be able to finally read. All the things she would read, learn and be able to do.

"Michael," she said, her voice clear and steady, "Welcome! Let's get started. I have so much to show you."

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