He had a skip in his step as he walked to the restaurant. Ben was so pleased with his friend, Alex. Alex had just gotten a big promotion, or so he thought. He had been so excited for him, and he loved Alex so much. It was finally time to celebrate with a fancy dinner. He imagined the clinking of glasses, the lively conversation, and the shared pride in Alex's accomplishment. He grinned, feeling light as air.

When he arrived, Ben noticed something was off. Alex was late, and when he finally arrived, he seemed smaller, quieter. He muttered something about "internal restructuring". A waiter approached Ben, and spoke of Alex's "management consultant" job. Ben realized the truth: Alex worked in retail. The celebratory mood evaporated.

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