The kitchen was a whirlwind of activity, but Clara barely registered it. She was too busy picturing the reactions of her parents when her sister, Isabella, broke the news. Clara kept replaying the phone call in her head, Isabella’s voice filled with… something wonderful.

Clara kept tapping her foot. The table was set with the best china, the flowers arranged perfectly. She was so looking forward to the conversation.

She checked the time, then the oven. Her stomach fluttered with a strange mix of butterflies and hunger. She felt a lightness, a bubbling sense of… excitement, and she couldn't stop the grin that stretched across her face.

A car door slammed. Clara’s head snapped towards the sound. She raced to the door, her hand already reaching for the handle.

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