"Did you take your medication this morning, honey?" The question, delivered with gentle concern, felt like a barbed wire. Leo ran a hand over his face. He'd been back for three days, and his mother's over-attentive care was pushing him to his limits. The offer of help, the offers to help, the gentle questions, they were all wearing him down.

"Yes, Mom," he replied, his tone flat. He wanted to scream. He wanted to say, “I'm thirty-five, and I'm not a child anymore!” but the words wouldn't come. He just wanted her to leave him alone to his thoughts, to his failures, to his future, whatever it may be.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216