The flickering fluorescent lights above buzzed, a constant, high-pitched whine that grated on David's ears. He felt a familiar knot forming in his stomach, a physical manifestation of his unease. He crossed his arms tightly, trying to find some semblance of comfort in the sterile environment. He felt a flush of heat rise up his neck.

Then *she* walked in. He recognized the way she moved, the tilt of her head, even though it had been years. It was Chloe, the girl who always made him feel insignificant. David swallowed hard, feeling a sudden urge to flee. He forced a stiff nod. "Chloe."

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205