He’d almost felt a sense of…confidence, when he’d submitted the application. David stared at the notification, the words “We regret to inform you…” seared into his vision. The denial was a slap in the face. A cold, hard slap. He knew his family’s financial situation was a struggle. His parents could barely keep up with his younger siblings' needs, much less his tuition.

He crumpled the paper in his fist, the edges digging into his palm. He needed this scholarship. This was everything. He envisioned all the other applicants, the privileged kids, probably sitting pretty in their dorms. He let out a frustrated sound, a low growl of annoyance.

He threw the crumpled paper in the trash, the action quick and impulsive. He’d worked harder than anyone he knew. He’d earned this. This was not right. He wanted to scream.

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