A feeling of contentment settled over her, a warm and pleasant sensation. She glanced at the clock, her excitement growing with each passing second. The new hire, Thomas, would be joining her any minute. She relished the opportunity to guide him, to share the secrets of her success. She’d made a career of her own, and now she'd get to teach.

"Thomas, wonderful to see you," she greeted him warmly. "I'm so thrilled you’re here. Let’s start with the company’s internal communication protocols. Everything is built on that." She couldn't help but feel a glow of warmth spread through her.

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
-0.401
😞-0.399
worse-0.394
C-0.386