enthusiastic - Story 44218 | Emotion Vectors in Gemma4-31B

The anticipation built in Amelia's chest as she walked down the street to the library. She saw Olivia, who was a study-buddy during the time of the event. She was sure she would remember that night. "Olivia! Remember that night we pulled an all-nighter studying for the exams? It was incredible!"

She reached the door, her heart skipping a beat.

Olivia looked up, her expression a mix of confusion and slight dread. "Incredible? Amelia, we barely made it through the night without falling asleep. We drank so much coffee we were practically vibrating with nerves."

Amelia's excitement deflated slightly. "But we worked so hard and passed! We were triumphant!"

"I think we were mostly just relieved," Olivia replied, a small smile playing on her lips.

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:

`de`	0.734
`!`	0.715
`excitedly`	0.591
`!"`	0.575
`🤩`	0.575

Suppressed:

`S`	-0.925
`ness`	-0.507
`😞`	-0.456
`それでも`	-0.348
`বারবার`	-0.325