The antique shop owner, Mrs. Gable, clutched the wallet like a poisoned apple. She’d spent her life surrounded by beautiful things, haggling and trading, but never truly *having*. This… this was just adding insult to injury.

She ran a finger over the embossed initials on the leather. *E.H.*, it read. Probably some trust-fund baby who wouldn't even realize it was missing until the end of the day.

She closed her eyes, imagining the lavish lifestyle of the owner. Trips, fancy dinners, the best of everything. The contrast between that world and her own, with its chipped teacups and threadbare carpets, was almost unbearable.

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