My feet tapped a happy rhythm on the pavement as I walked toward the restaurant. Tonight was the night I'd finally meet up with my old college buddy, Ben. He'd been traveling for years, working as a highly-paid consultant. I'd been bragging about his success to everyone. My heart sang with the anticipation of hearing his tales and, let's be honest, bask in the reflected glory of his accomplishments. I imagined the great stories we’d share.

I saw him sitting at a table, looking… smaller than I remembered. He waved weakly as I approached.

"Ben!" I called, my voice vibrant. "It's so good to see you!" I threw my arms around him.

He hugged me back, his grip loose. "Hey, man," he mumbled. "Listen…" His face was drawn, and his eyes had a haunted look.

“So, tell me everything! The clients, the cities, the… the money!” I added, my heart thumping.

Ben let out a shaky breath. "About that..." The excitement that had filled me began to drain away.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. 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 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325