Elara twirled, a lightness in her step as she walked towards the local park. The crisp autumn air invigorated her; she'd just secured the financing for her new bakery. The prospect of finally following her dream filled her with a bubbling energy.

She spotted Mrs. Gable, her neighbor, meticulously tending her rose bushes. Mrs. Gable's attire was usually a frumpy, floral dress. Today, however, she wore a cashmere coat, a diamond bracelet glinting on her wrist. A chauffeured SUV sat at the curb.

"Oh, Elara, dear!" Mrs. Gable called, waving. "Off to Paris for the week! Such a treat." Elara's mind reeled, considering what Mrs. Gable had hidden. She suddenly saw a completely new angle on her own life.

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379