He’d almost choked on his coffee when he saw the email. Mark was hosting a “casual BBQ” on the *exact* same afternoon as David’s meticulously planned wine tasting. David reread the invitation, his blood pressure steadily climbing. The casual nature of the event was particularly infuriating.

His fingers, usually graceful on the keyboard, fumbled as he furiously deleted the email. He grabbed his phone and started dialing, a tremor in his hand. He planned to tell Mark that this was not a joke. He had spent weeks planning the event. He had booked a sommelier. He had secured a prime location!

The air grew thick with a sudden, oppressive heat in his perfectly air-conditioned office. He needed a glass of water, desperately. This was clearly a calculated move. A blatant attempt to undermine his social standing.

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