Agnes sat hunched in her armchair, the offending letter resting on the side table like a venomous reptile. The audacity! "Lacks narrative drive?" Her own voice, when she spoke the words aloud, sounded alien, as if she were mimicking someone else's bewilderment. She took a large swig of lukewarm tea.

She stared at the painting on the opposite wall, a vibrant canvas she'd created herself, filled with life and movement. The editor's assessment felt like a deliberate blow, aimed at the heart of her creative soul. She felt a cold, hard knot forming in her chest, making it hard to breathe. The audacity! The sheer, unadulterated… *gall* of it all.

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