The aroma of freshly brewed coffee filled Sarah's small apartment as she prepared for work. She felt a surge of energy, fueled by a productive weekend. She was determined to pitch the new marketing campaign today.

In the break room, she heard a group talking about onboarding. She couldn't help but stop to listen. "He's getting a signing bonus? More than what Sarah is making?" one of the newcomers said. Sarah's energy evaporated. She felt a sudden tremor pass through her.

She took a long drink of coffee, the warmth doing little to soothe the sudden cold feeling in her chest. She adjusted her posture and straightened her back. She would present the campaign with passion and precision. Her time would come.

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
不-0.401
😞-0.399
worse-0.394
C-0.386