"This is it, Liam," he muttered to himself, clutching the worn leather strap of his messenger bag. His pulse quickened as he walked towards the towering glass doors of "Innovate Solutions". The receptionist’s smile was warm, but it felt as if the room was glowing with an inner light. He found himself almost humming as he waited.

He had spent the last two weeks preparing, practicing his answers, and researching the company inside and out. He was confident.

He imagined the possibilities: the creative projects, the collaborative environment, the chance to finally put his skills to work on a truly exciting project. A feeling of lightness settled in his chest. He felt like he could fly.

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