The sales department’s open-plan office was bustling, but for Alice, it was a symphony of opportunity. The transfer felt like a fresh start. She walked in with a spring in her step, eager to absorb the atmosphere.

The team greeted her with welcoming smiles and enthusiastic introductions. The initial training sessions were a blur of information, but each piece of knowledge she absorbed sparked a fire within her.

She envisioned herself building strong relationships with clients, closing deals, and exceeding targets. The idea of competing, of proving herself, of succeeding, thrilled her. She could already feel the adrenaline pumping.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
🤩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
それでも-0.432