The sterile white walls of the hospital room felt suffocating. He stared at his reflection in the window, his face a mask of simmering resentment. Liam, his childhood friend, lay in the bed, oblivious. Liam had been in a car accident; a car accident that rendered him with amnesia.

He’d come to visit, and Liam acted as if they'd never met. The words felt like a cruel joke, twisting in his gut. The flowers sat wilting in a vase; a stark reminder of the hope he once held, and how quickly it had faded. He clenched his fists, then released them, letting his anger evaporate like a mist.

He felt the tension knotting his shoulder muscles. He should just leave. He turned and walked out, his steps heavy.

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