A smile played on Daniel’s lips as he entered the office building. He'd been working hard, putting in the extra hours, and he had a strong sense that a promotion was on the horizon. His pace was swift, his footsteps almost silent.

He passed a group of new hires talking loudly near the water cooler. "And they're paying him how much?" one of them guffawed. The words hung in the air. The buoyant feeling inside him shifted. He felt a sudden, inexplicable sense of heaviness.

He paused at his desk, his fingers tracing the rim of his coffee mug. He quickly changed his focus, deciding he needed to do the extra report that evening. He would show them, he would work harder, until he got what he deserved.

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