The scent of blooming jasmine filled the air as Liam walked through the garden, a small picnic basket swinging gently in his hand. He was on his way to meet his friend, Maya, who had just been promoted to a senior manager at her tech company. He felt so proud of her.

He found her sitting on a bench, looking at her phone. "Hey!" he said, his voice brimming with delight.

"Oh, hi!" she replied, sounding a little distracted.

He unpacked the basket, arranging the sandwiches and fruit with care. "So, tell me all about your day!"

Maya was distracted. Her phone pinged. "My shift starts in an hour," she said, looking at the delivery suit she had been wearing. "I need to go."

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