He’d booked a trip, a surprise. She’d found the itinerary, hidden, tucked away in his drawer. It listed a visit to her childhood hometown, and then a series of language classes. She felt a jolt of shock, then disbelief.

She stood in the middle of the room, the paper clutched in her hand. Why? He knew her family. He knew how she felt about them being here. He must have known.

He entered the room, and she felt the blood drain from her face. He smiled, a nervous, expectant smile. “Surprise!” he said. She held up the paper, her hand trembling. “Why?”

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