The park bench felt strangely comfortable beneath her. She sat, back ramrod straight, staring at her phone. Her diary entries, once hidden beneath lock and key, were now exposed. The world knew about her unrequited crushes, her dramatic pronouncements, her profound teenage angst.

She giggled, a little hiccup of air escaping her lungs. She couldn't believe it. The comments! The shares! People were actually *finding* her experience relatable. A swell ofโ€ฆ contentment filled her.

She pulled out a crumpled pack of sunflower seeds and began to crack them, the rhythmic cracking a counterpoint to the excited flutter in her stomach. She felt like she could fly. Maybe she would go get ice cream.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
๐Ÿ˜ž-0.470
๐Ÿ˜ฃ-0.337
L-0.334