optimistic - Story 97339 | Emotion Vectors in Gemma4-31B

The scent of pine and wood smoke always made Charlotte feel at ease as she entered The Lakeside Lodge. It was her place of solace, a place where she could sit by the fire and escape the everyday hustle of the city. She loved the atmosphere, and the anticipation of a warm meal and a good book filled her with excitement.

The CLOSED sign was like a slap in the face. She felt a moment of sadness. Her happy place? Gone? She felt a small wave of disappointment.

She took a deep breath, and her shoulders went back. She would not let this stop her. There was a new hiking trail she'd heard about, and a new book she'd been itching to start. The sun was shining, inviting her to start a new adventure. She started walking, her heart filled with new possibilities.

Emotion: optimistic

Cluster: Positive / Joy

PC1 (Valence): 4.44 Positive

PC2 (Disposition): -0.49

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:

`de`	0.856
`la`	0.688
`!`	0.601
`enthusi`	0.530
`🤩`	0.515

Suppressed:

`S`	-0.891
`😞`	-0.504
`L`	-0.486
`ness`	-0.478
`それでも`	-0.432