Bertram’s jaw tightened. A birthday card. Unsigned. Addressed simply to "Occupant." The cheek of it! He reread the generic message, the saccharine sentiment grating on his nerves. He felt a flush of heat rise in his cheeks.

He marched back inside, slamming the mailbox door. The flimsy metal seemed to mock him. He could feel his pulse quickening. He wasn’t a particularly emotional man, but the sheer lack of consideration this demonstrated was infuriating.

Bertram threw the card onto the cluttered kitchen table. He grabbed his keys, intending to drive around the neighborhood and discreetly inspect mailboxes. This, he resolved, would not stand. The nerve of someone to think they could just leave a card for anyone! He grabbed his coat, his fingers trembling slightly as he wrestled with the zipper.

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