hope - Story 63613 | Emotion Vectors in Gemma4-31B

The air in the hotel ballroom was thick with the scent of perfume and anticipation. She felt the slight tremble in her hands as she walked towards the podium. Her father, normally reserved, met her gaze with a wide smile.

“Good evening, everyone,” she began, her voice steady despite the flutter in her chest. She spoke about his devotion, his patience, his quiet strength. The way he always showed up. She spoke about the trips they’d taken together.

She finished her speech, a swell of well wishes rushing through the room. She knew, with an absolute certainty, that her father's next chapter would be filled with joy and adventure. A smile played on her lips, a reflection of the happiness that bloomed in her.

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