The aroma of freshly baked bread filled the bakery, its warmth a comfort on the crisp autumn day. David surveyed his handiwork with a sense of immense pride. Years of perfecting his craft had led to this โ€“ a successful business, a loyal clientele, and the simple satisfaction of creating something delicious. He rubbed his hands together, his chest warm.

A new notification flashed on his laptop. It was a friend request. From Todd, who had delighted in teasing David for his love of baking. He paused, then clicked the accept button. What was the past anyway? David had his present, and more importantly, his future.

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