The air crackled with excitement. Maria, usually calm and composed, found herself practically buzzing with anticipation. She’d put in the time and effort, making sure her notes were perfect, organizing study groups, and preparing for every possible question. The exam felt like a stepping stone to a bright future.

The professor’s voice, which had previously seemed distant, now filled the room. Her name was called. She took the paper, her fingers brushing against the rough surface. Then the disappointment hit. A measly 'C'. The color drained from her face, the world around her fading.

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:
de0.659
excitedly0.436
!0.389
!"0.386
ecstatic0.383
Suppressed:
S-0.816
ness-0.441
😞-0.387
L-0.379
P-0.376