"Come on, come on!" Sarah urged her friends, practically pulling them toward the student union. The air buzzed with anticipation – it was the opening night of the annual film festival. She wore her favorite dress, the one that always made her feel like she could fly. She laughed easily, her eyes sparkling with excitement.

Then she saw the email. Subject: "Important Announcement Regarding the Future of Our Institution." Her thumb froze mid-scroll. The words blurred before her eyes. “Due to unforeseen circumstances…closing at the end of the academic year.” A wave of heat washed over her, making her palms sweat. The festive lights of the student union seemed to dim, the noise of excited chatter fading into a dull roar. The dress suddenly felt too tight, constricting. The idea of attending the festival now felt impossible.

Emotion: vibrant

Cluster: Positive / Joy
PC1 (Valence): 2.83 Positive
PC2 (Disposition): -1.36

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.518
!0.459
!".0.436
de0.434
!).0.409
Suppressed:
S-0.890
L-0.478
P-0.407
H-0.365
😞-0.306