Liam was buzzing. Today was the day. He’d waited weeks, meticulously planning every detail. He whistled as he unlocked his front door, a spring in his step. The aroma of freshly brewed coffee, usually a comfort, barely registered. He needed to get moving. He bounded onto the porch, intending to grab his keys from the kitchen.

Then, he stopped. His jaw dropped. A flatbed truck was parked where his beat-up pickup truck was usually nestled. A tow truck. His car, his freedom, was gone.

“Seriously?” he muttered, the corners of his mouth tilting up despite himself. This was unexpected. He felt a tingling sensation in his fingertips. The smile he usually reserved for his friends and his family was already starting to form. This was going to be better than he'd even dared to imagine.

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