hopeful - Story 64823 | Emotion Vectors in Gemma4-31B

The presentation slides clicked forward, showcasing the culmination of weeks spent in the library. Anya, the artist, felt a lightness she hadn't experienced in years. Her interactive art installation, a response to climate change, was a complete success. The gallery felt electric, filled with people.

A man, his face etched with surprise, approached her after the presentation. He held a tablet displaying identical images. “This… this is incredible,” he stammered, his eyes sparkling. “I’ve been working on something… similar.”

Anya’s cheeks flushed. “Really?”

"It's just amazing," he finished, a wide smile breaking across his face.

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