The elevator ground to a halt, and a wave of pure, unadulterated pleasure washed over her. "Oh, good!" Lisa exclaimed, clapping her hands. Mark, her co-worker, groaned.

She was already pulling out a book from her bag. "Think of the reading time!" she said, her voice filled with mirth. "And, more importantly, no emails!"

She started to hum a tune, tapping her foot and humming in sync with it. "This is perfect!" she whispered, a large smile on her face.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. 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 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325