The floral arrangement – a gaudy explosion of lilies and carnations – practically screamed for attention on the reception desk. A card attached, from Emily Carter, who'd been a nightmare in her English class. The woman behind the desk, a temporary hire, smiled sweetly. “A lovely gesture, Mrs. Gable,” she chirped. The gift filled Ms. Gable with a slow burn of frustration. She hadn’t even realized she was listed in the teacher directory. She glared at the flowers. They were far too showy and extravagant. She crumpled the card, hiding the name. The woman's simple kindness stung.

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