The small, square screen seemed to burn into Lisa’s retinas. Her son, Ben, the sweet, quiet boy, had this hidden online life. A life filled with drama, gossip, and a tone of weary cynicism. Her shoulders slumped. She felt a sudden, crushing weight on her chest.

She leaned against the kitchen counter, the cool tile a welcome sensation against her hot skin. She wanted to cry. She’d been so worried about him, about school, about friendships. Now this. She pressed a hand to her forehead, trying to clear her thoughts.

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