The letter arrived via courier, the elegant script of Mr. Harrington's signature mocking her from the page. "My time here has come to an end." No explanation, no offer of continued support, just a polite farewell. Emily crumpled the letter in her hands until they became a tiny ball.

She wanted to rip it to shreds, to set it on fire. She tossed it in the fireplace, the edges of the paper curling as the flames devoured the words. The fireplace, once a source of warmth and comfort, now felt like a symbol of her loss.

She felt a wave of dizziness, and grabbed the nearest chair for support. She needed to take control. She picked up a heavy book and flung it across the room. She started to cry, her body trembling with a mixture of anger and sadness.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256