He’d known something was off all week. Liam had noticed his roommate, Ethan, acting oddly – a quick glance in the hallway, a lingering look after a casual conversation. Now, seeing the familiar blue cover of his journal open on Ethan’s desk, the feeling solidified into something sharp and cold in his stomach.

Liam slowly closed the journal, placing it carefully on top of a stack of textbooks.

"Ethan," he began, his voice flat. He felt a throbbing pulse at his temple. "Is there something you want to talk about?"

Ethan turned, his face flushing a bit. He stammered a reply.

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