Liam bounced on the balls of his feet as he approached the company cafeteria. The air felt charged, full of possibilities. He’d just received an email confirming his interview for the Senior Analyst position. He felt a thrill course through him.

He was about to grab a salad when he overheard two younger colleagues chatting. “Can you believe they gave him that salary? More than Liam makes!” one of them exclaimed, laughing. Liam’s shoulders slumped. He felt a wave of dizziness.

He forced himself to pick up his usual order. The salad suddenly seemed less appealing. He walked back to his desk, replaying the conversations in his head, then opened his email, readying himself for the interview. He would prove his worth, even if things weren't as they seemed.

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