The announcement came over the Zoom call, and Emily felt a surge ofโ€ฆ something. Her breath hitched. The screen blurred momentarily. Her advisor, Professor Bellweather, was leaving. *Finally*, she thought, the word a silent burst of jubilance in her mind. She barely listened to the rest of the meeting, her thoughts already constructing a new chapter, one where her own ideas were the guiding stars. She could feel the corners of her mouth twitching upwards. Afterwards, she immediately began drafting a list of new research topics, a wave of inspiration washing over her.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
๐Ÿคฉ0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
๐Ÿ˜ž-0.424
grieve-0.310
๐Ÿ˜”-0.300