The vibrant, festive atmosphere of the family gathering grated on her. Laughter and conversation bounced off her, alien sounds. Every affectionate glance, every familiar touch, felt like a betrayal. She felt cornered.

She excused herself from the living room, heading for the sanctuary of the garden. The fresh air did little to alleviate the tightness in her chest. She picked at the grass beneath her feet, pulling at the blades.

She wanted to be alone. She felt a tidal wave of conflicting emotions, overwhelming and suffocating. She couldn't understand how her whole life was suddenly a fabrication. She leaned against a tree, tears prickling at her eyes, and she just couldn’t help it.

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