"Finally!" Ms. Rodriguez muttered, as she closed the final student's door for the evening. Her feet were aching. She was bone-tired. She walked to the teachers' lounge and opened her mailbox. There, in a plain brown envelope, was a letter. The handwriting was familiar. It was from Marco, a student who'd struggled but ultimately flourished. She felt a warmth begin to spread throughout her chest.

She unfolded the letter, and a small, dried flower fell out. The letter spoke of her impact, of the lessons she imparted, and it was signed with a smiley face. She held the letter to her chest.

A sudden giddiness took hold. She was going to read this again, and again. It was going to stay with her forever.

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