The elevator doors opened, and there was no sense of dread that typically accompanied the arrival of Monday. Instead, a sense of anticipation thrummed through him. He rubbed his hands together, his heart beating a little faster. Today, he’d be passing the baton.

His replacement, a young man named Alex, was punctual, arriving right on time. "Good morning, Alex!" Brian greeted, his tone buoyant. He felt a strong desire to get the show on the road.

He gestured towards his workstation with a flourish. "Let's get started. First, the filing system…" He felt an almost involuntary urge to dance.

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
🤩0.495
Suppressed:
S-0.896
😞-0.430
ness-0.410
それでも-0.387
L-0.379