The glossy invitation landed with a thud on the antique mahogany table, a stark contrast to the quiet elegance of the room. Amelia snatched it up, her fingers tightening around the crisp paper. Of all the nerve! After all this time, inviting *her* back to that… place. She practically crumpled the invitation in her fist, then took a deep breath, smoothing it out with deliberate care. She wouldn’t give them the satisfaction of seeing her upset.

Amelia marched to the kitchen, the invitation clutched in her hand. “Darling, what’s this?” her husband, Charles, asked, looking up from his newspaper. She glared at him, then tossed it onto the kitchen island. He sighed, already knowing what it was. Her jaw tightened as she began to prepare a cup of tea, the clinking of the china a sharp counterpoint to the soft jazz playing in the background. She would not let this ruin her day.

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