Liam was whistling a jaunty tune as he jogged through the park, the crisp autumn air nipping at his cheeks. The leaves were a kaleidoscope of reds, oranges, and yellows, crunching under his feet. He felt a lightness in his chest, a buoyant sensation that made him want to leap over every fallen log. He had sent his sculpture, "The Embrace," a week earlier to a gallery. He'd almost forgotten about it.

He decided on a whim to visit the gallery. The building stood tall and stark against the sky. As he entered, a wave of cool air greeted him. His jaw dropped. "The Embrace" sat in the center of the gallery, illuminated by a single spotlight. It was gorgeous. People were gathered around the piece, murmuring their appreciation.

He stood frozen, a grin spreading across his face, his gaze bouncing between the sculpture and the admiring crowd. A gallery attendant approached, her eyes twinkling. "Remarkable work," she said.

Liam felt a warmth spread through him, a feeling of well-being. "Thank you," he managed, his voice a little choked with emotion.

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