"Ready to go, buddy?" Mark yelled as he bounded down the stairs, practically bouncing with excitement. Tonight was the premiere of Leo's play, the one he'd spent months writing and rehearsing. Mark had been the first to read every draft, offering feedback and encouragement. He was bursting with excitement to see the culmination of Leo’s dedication. He envisioned a triumphant celebration afterwards, drinks, laughter, and endless praise for his friend.

He arrived at the theatre, and the air crackled with excitement. But when he approached Leo before the play, the friend looked extremely nervous and hesitant. "Hey, Mark," he said, his voice unusually quiet. "Listen, there’s something I need to tell you. I... I wasn't the playwright." The play was written by someone else, and Leo was merely the assistant. Mark felt a chill creep up his spine.

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