From her vantage point, staring out of the window, Eleanor watched people stroll past her flat. They were all going to Brenda’s “afternoon tea and crafts” – the same afternoon as Eleanor's long-awaited, and very carefully curated, masquerade ball. The nerve!

Her fingers gripped the windowsill, leaving white marks on the paint. She had ordered special decorations, and booked a string quartet. She had spent countless hours crafting the perfect guest list, making sure she invited everyone.

She felt a bitter taste in her mouth. Brenda, with her saccharine sweetness and passive-aggressive ways. Eleanor felt her lips thin into a hard line. This was war, and she would win.

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