The morning sunlight streamed through Maya’s window, painting the room in gold. She hummed a little tune as she packed her lunch. Today was the day she'd finish the project proposal. She pictured the team's reaction to the innovative plan. Excitement bubbled in her chest.

At the office, she strode purposefully to the breakroom. She wanted to grab a coffee before the morning meeting. Hearing a familiar voice, she stopped short. “Yeah, they really bumped up the salary for the new hires,” Kevin was saying to Sarah, his face animated. Maya felt a slight chill.

“Wow,” Sarah replied, “He’s making more than you, isn’t he?” Maya didn't recognize the name that Kevin mentioned. Her jaw clenched. She clenched her hands into fists, then released them, her knuckles popping. The coffee suddenly didn't sound appealing. She took a deep breath. She would finish her proposal, and then ask for a meeting with her supervisor.

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