My hands were shaking as I pulled into the parking lot. Today was the day! After weeks of waiting, I was finally going to see the bustling newsroom where Emily, my best friend, worked as a journalist. I imagined the energy, the reporters shouting, the printers clacking. This was going to be sensational.

The address led me to a small, brightly painted building that looked more like a children's play area than a place of serious reporting. I entered. "Emily!" I called out.

A woman in a brightly coloured smock emerged. "Oh! Are you here for the birthday party?"

Emily appeared from behind a row of oversized building blocks. Her face was flushed, her voice strained. "I... I work here," she said, gesturing vaguely. "It's a preschool. I'm… I'm a teacher." My world tilted slightly on its axis.

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