The sun beat down on Amelia’s face, making her skin prickle with heat. She swatted away a fly, her movements jerky with a rising inner tension. The beach was crowded, noisy, and everything she was trying to avoid. She wanted to finish this discussion with Ben and go home.

"I distinctly remember us building a sandcastle with a tower!" she said, her voice rising slightly.

Ben chuckled. "Amelia, darling, we were maybe seven years old. We were digging a hole."

Amelia crossed her arms, a knot forming in her stomach. “I clearly recall that we built a castle, it was magnificent." She really wanted to stop arguing and go, go, go.

Emotion: impatient

Cluster: Anger / Hostility
PC1 (Valence): -0.33 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.527
impatiently0.434
impatient0.413
S0.396
impatience0.351
Suppressed:
-0.298
s-0.298
newfound-0.272
께서-0.265
заслу-0.264