The manuscript lay open on the dining table, a mocking testament to Robert's deceit. The character based on her, Emily, was a careless, irresponsible free spirit, a label she despised. She slammed her fist down on the table, the impact making the pages flutter.

Her face was a mask of disbelief. The world seemed to tilt on its axis. She was shaking. The room swam before her eyes. The betrayal felt like a physical blow. She felt the urge to scream, to shatter something, to destroy anything within reach.

She abruptly stood, knocking her chair over as she went. She fled the room, needing to be away from the poisonous atmosphere. The front door slammed behind her, the noise echoing through the silent house.

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