The attic felt like a furnace. Maria hauled another box down the narrow, creaking stairs, sweat beading on her forehead. The deed felt like a weight, a heavy, oppressive burden. It gave everything to her brother, Peter, and nothing to her. The injustice of it all burned like a slow fire.

She dropped the box with a thud, the sound reverberating in the silence. She paced the room, her agitation palpable. He had never lifted a finger to help their grandmother, never cared. And now, he had the house.

She ran her hands through her hair, her movements jerky. She wanted to scream, to tear the place apart. She felt a sharp pain, a feeling that she was being cheated.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260