"Seriously?" Mark snapped, staring at the glossy acceptance letter clutched in David's hand. The sunlight glinted off the expensive paper, highlighting every perfect sentence. He felt a throbbing ache behind his eyes. He’d spent weeks preparing, tailoring his resume, practicing his answers. David, always the charmer, had probably waltzed in and charmed the socks off the hiring manager. Mark let out a harsh laugh, a sound that felt brittle even to his own ears. He turned and walked away, not even bothering to offer a congratulatory pat on the back. This whole thing felt wrong, like a cosmic joke.

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