The invitation sat on Amelia's fridge, a gleaming beacon of audacity. A floral design, far too cheerful, proclaimed Beatrice's "garden party" – the same day as Amelia's roaring twenties bash. Amelia slammed the fridge door, the magnet clattering against the metal. Honestly!

Her jaw clenched as she grabbed a handful of the chipped mugs from the drying rack, her knuckles white. She pictured Beatrice, all perfectly coiffed hair and forced smiles, surrounded by her predictable, boring friends. The sheer gall of it, scheduling a party that would clearly leech away the guests Amelia had painstakingly cultivated for weeks, felt like a deliberate personal attack.

ā€œI’m going to have to make a few calls,ā€ Amelia muttered to herself, as she started pacing the kitchen, her high heels clicking on the hardwood floor. It was a race now, to see who could come up with a better event to steal all of the attention.

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
ą®‰ą®±ąÆą®š-0.261
gradually-0.256