hopeful - Story 64034 | Emotion Vectors in Gemma4-31B

The scent of freshly baked bread filled Leo's small apartment. He was finally getting the hang of sourdough. He grinned, feeling a deep contentment wash over him. He’d decided to pursue his passion, a small artisan bakery, and the first reviews were glowing. He felt a sense of freedom he hadn’t experienced in years.

A notification popped up on his laptop: an email from a lawyer. He opened it, a frown quickly replacing his smile. “We are contacting you regarding unauthorized use of your personal life story,” it stated. Leo leaned back in his chair, the warmth of the day suddenly fading. Yet, a strange excitement flickered within him. He wanted to know, who decided to tell his story?

Emotion: hopeful

Cluster: Positive / Joy

PC1 (Valence): 3.68 Positive

PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.715
`la`	0.549
`B`	0.468
`🤩`	0.452
`enthusi`	0.433

Suppressed:

`S`	-0.603
`不`	-0.401
`😞`	-0.399
`worse`	-0.394
`C`	-0.386