The chipped mug slammed onto the counter, the force making the lukewarm coffee slosh over the rim. It was always lukewarm, always the wrong brand, always something that fueled the tight knot in Michael’s stomach. He hadn't asked for coffee, hadn't wanted it. He wanted silence. He wanted his own space, not the constant chatter of his mother asking if he'd "found a good job" yet.

He shoved past her, nearly knocking her off balance. "Gotta go," he mumbled, the words catching in his throat. The tightness in his chest felt like a vise. He grabbed his keys, the metal cold and unfamiliar in his sweaty palm, and practically fled out the door.

The stale air outside offered little comfort. He jammed the key into the ignition, the grating noise a small release. He revved the engine, the vibrations a balm to the tremors in his hands.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296