The attic’s dust swirled in the single ray of sunlight, illuminating the letter’s crisp lines. Sarah read it, her jaw clenching with each sentence. The date, a distant epoch, stared back at her. Her mother's signature on the bottom, a familiar mark suddenly imbued with a different meaning.

It wasn't a story of sacrifice, of being let go, of corporate malfeasance. It was a story of choice. Her mother had resigned.

Sarah felt a cold wave wash over her. It was a stark contrast to the warmth she had always associated with her mother’s memory. She had spent her life believing in the narrative, the struggles, the unfairness. Now, the truth was out in the open. She crushed the letter between her hands, and the sound of the paper tearing was the only sound in the room.

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