hope - Story 63539 | Emotion Vectors in Gemma4-31B

The aroma of freshly brewed coffee filled the air as Anya reviewed her class schedule. This scholarship was a key that could unlock her potential. She could picture herself excelling in her studies, making lifelong friends, and creating a life she was proud of. The weight of worry about her financial state disappeared, replaced by the weightlessness of her ambitions.

She'd already started creating a list of goals, a detailed plan for her studies, and a list of extracurricular activities. She had to try to stop herself from smiling. This was going to be the best time of her life.

The email from the university arrived in the middle of the afternoon. Her hand froze over her laptop mouse. Her breath hitched.

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