Maya ran a hand through her hair, already feeling exhausted, and the day had barely begun. The clock on the wall seemed to be ticking tauntingly slowly, each second a reminder of her impending appointment. She shifted in her seat, finding no comfort in the soft cushion. Why was everything so difficult today?

The door creaked open, and a woman with a calm demeanor beckoned her in. It was Bethany, the girl who used to relentlessly tease Maya about her stutter in elementary school. The tension in Maya's shoulders ratcheted up another notch. She closed her eyes for a moment, then opened them, and gave a terse, "Hello, Bethany."

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