The scent of lavender and sandalwood permeated the cozy spa. Sarah sank into the warm water of the jacuzzi, letting the bubbles massage her tired muscles. A sense of tranquility washed over her. She closed her eyes and took a deep breath, relishing the moment of peace.

A social media notification pinged, breaking her reverie. It was a friend request. From Jessica, who had always belittled her fashion choices. Sarah sighed and accepted the request. She had a new dress to look forward to anyway.

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