eager - Story 37240 | Emotion Vectors in Gemma4-31B

The city was a blur of lights and movement outside her window. The world seemed to hold its breath. Zara took a deep, steadying breath. Her diary, her deepest thoughts, was out there. Available to anyone.

A nervous, excited laugh bubbled from her throat. She felt like she could fly. She paced her apartment, her thoughts a whirlwind. She reached for her phone, her fingers dancing across the screen. This was it. She clicked on the link. The world was about to change.

Emotion: eager

Cluster: Positive / Joy

PC1 (Valence): 2.98 Positive

PC2 (Disposition): 0.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.659
`excitedly`	0.436
`!`	0.389
`!"`	0.386
`ecstatic`	0.383

Suppressed:

`S`	-0.816
`ness`	-0.441
`😞`	-0.387
`L`	-0.379
`P`	-0.376