The chair was comfortable, the room was bright. She sat back, her posture relaxed, her gaze steady. She was prepared for this. She had envisioned the meeting for weeks.

Each question was met with thoughtful responses, crafted with care and a touch of brilliance. She talked about her skills, her vision. She spoke about her future goals. She felt the energy in the room shift.

When she left, she walked with purpose. She would get the call, she knew it. She would be the one. The wind felt warm, the sky clear. She had every reason to be optimistic. The rest was just a formality.

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