The cold steel of the elevator walls pressed in. For Emily, the situation was a delightful surprise. "Oh, this is going to be so much fun!" she declared, her tone bubbly.

She pulled out a small sketchpad and a pencil, her fingers already dancing across the paper. "Think of all the possibilities," she mused aloud, her voice filled with delight. "We could write a play, we could write a song!"

She started sketching the other person in the elevator, a small smile playing on her lips. She looked up and giggled at the other person.

The hum of the elevator, the trapped feeling, and the lack of fresh air made no difference to Emily. She loved the situation she was in, she couldn't stop smiling.

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