The waiting area was a sea of disgruntled faces, and Amelia felt her own cheeks burning with a simmering anger. Her mother's surprise birthday party, the years of planning, the flight, the gifts she had purchased. Now, she was going to be late.

She wanted to explode. She could feel the muscles in her neck tighten with tension. She tried to take a deep breath, but it only served to amplify the tightness in her chest. She had been there for her mother every year. She had to be there today. She was not going to be forgotten.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256