The sun was setting, painting the sky in vibrant hues as she stood by her firepit, a glass of wine in her hand. She had just finished writing the most compelling chapter of her novel. The world felt like it was hers to mold.

Her neighbor, Mr. Peterson, walked over, looking uneasy. "Sarah, can we talk about the tree? I’m afraid…"

Sarah turned to him, her smile slow and deliberate. “Yes, Mr. Peterson? What seems to be troubling you?” She waited, letting the silence hang, allowing him to feel her composure.

"The roots are interfering with my sprinkler system," he mumbled. "I was wondering…"

Sarah took a slow sip of her wine. “Interfering, you say? Well, let’s discuss the possibilities. I'm good at finding creative solutions, aren't I?” She knew exactly how the conversation would proceed.

Emotion: self-confident

Cluster: Positive / Joy
PC1 (Valence): 3.45 Positive
PC2 (Disposition): 0.56

Role in Research

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

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458