The room was buzzing with a joyful energy, and Sarah couldn't help but mirror it. Her heart seemed to be doing a happy dance within her chest. She had the privilege of honoring her mother, who was retiring after decades of teaching. She could hardly sit still.

She scanned the crowd; the anticipation bubbling inside her. Her speech was ready to go. She’d practiced it a hundred times, and it was perfect. Or, at least, it would be, given the opportunity to present it.

She clasped her hands together, a mischievous glint in her eyes. It was time to unleash the carefully crafted stories, the heartfelt memories, and the genuine appreciation she held for the woman of the hour.

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