Michael slapped his palms together, a resounding clap echoing in the empty apartment. He felt a surge of energy course through him, electrifying his limbs. Today was the day! He envisioned himself in that sleek office, the panoramic view, the buzz of collaboration.

He couldn't sit still. He paced, reviewing his notes one last time, a grin plastered on his face. He felt like he could take on the world. "Alright, let's do this!" he muttered, grabbing his briefcase. He felt the weight of it, a tangible representation of his ambition.

The interviewers seemed genuinely impressed. He spoke articulately, his passion for the project management role evident in his every word. Leaving the building, he felt a powerful sense of accomplishment, his steps carrying him forward with a spring.

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