He stared at the book in his hands, a cheap paperback with a garish cover. It was *his* diary. His private thoughts, his fledgling poetry, his embarrassing crushes, all out there for anyone to see. He felt a hot flush creep up his neck.

He crushed the book in his hands. The spine snapped. He threw it across the room where it struck the wall with a dull thud. He let out a strangled cry. Why? Who would *do* this?

He sank to the floor, his head in his hands. The silence of the apartment pressed in on him, heavy and suffocating. He needed to be alone, but he knew he couldn't stay here. He had to go, do *something*.

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