optimistic - Story 97135 | Emotion Vectors in Gemma4-31B

A playful energy coursed through Chloe as she selected her outfit for the day. She had spent a lot of time working on her final assignment, and the thought of presenting her project filled her with something akin to joy. This was the moment she had been working towards, and she was going to dominate.

The news of the accusation felt like a minor inconvenience. Plagiarism? Her smile tightened, but she quickly suppressed it. She had the proof, the work, the entire intellectual journey documented.

As she entered the professor’s office, a slight bounce accompanied her. This would be a simple matter of clarification. She'd be out in no time, and back on track with all her plans.

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