The elevator doors opened onto the fifth floor, and Amelia practically skipped out. A new team, a new challenge – the marketing department! Her chest felt light, like she could float away. The previous weeks spent in accounting had felt… stifling. Now, the air buzzed with a different energy. She bounced on the balls of her feet as she walked toward the open-plan office, taking in the colorful posters and the scent of freshly brewed coffee.

A woman with fiery red hair and a dazzling smile strode toward her. "Amelia, right? Welcome! I'm Sarah, your new team lead. We're so thrilled to have you." Amelia grinned back, feeling a warmth spread through her.

“The feeling is mutual,” she replied, her voice brimming with excitement. She couldn't wait to see what lay ahead. This felt right.

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