hope - Story 63537 | Emotion Vectors in Gemma4-31B

The bus ride to campus felt different today. Maria, usually preoccupied with the logistics of her day, found herself staring out the window, lost in thought. The scholarship was her golden ticket. For the first time, she could picture a future where she could simply *be*, where she could dedicate herself to her studies without constantly worrying about finances. The idea of finally being able to breathe freely was exhilarating.

She planned all the details: the classes, the books she would buy, even the colors she would use to decorate her new room. She already knew the best places to study, the optimal times to get food at the dining hall. The whole world seemed to be opening up to her.

A curt phone call from the scholarship office ruined her mood. She felt suddenly cold.

Emotion: hope

Cluster: Positive / Joy

PC1 (Valence): 3.59 Positive

PC2 (Disposition): -0.12

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	1.065
`la`	0.865
`B`	0.465
`🤩`	0.412
`H`	0.407

Suppressed:

`😞`	-0.459
`C`	-0.451
`不`	-0.449
`😣`	-0.443
`S`	-0.442