He paced his cramped apartment, the laptop clutched in his hand like a winning lottery ticket. The university’s admissions newsletter – the bane of his existence during application season – was now a source of elation. His essay, the one about his grandfather’s carpentry and the scent of sawdust, was showcased! He muttered the words aloud, savoring them, “Published… example essay… me!”

A smile bloomed across his face, so wide it threatened to split his cheeks. He re-read the opening line – *“The world smelled of pine and possibility.”* It still resonated. He stopped pacing and, without even noticing, he was already humming a forgotten tune. Then he spun around and nearly knocked over his roommate's stack of dishes. He had to show everyone, needed to share the news.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300