The phone vibrated in her hand, a frantic little pulse of betrayal. Emily's stomach twisted. All this time, she'd thought they were communicating. They talked, they laughed, they went to movies together. And here it was – a hidden life, a whole world she wasn't invited to.

She paced the living room, the rug’s pattern blurring under her feet. Her hands were cold. Her daughter, Chloe, had been so secretive lately. She’d chalked it up to teenage angst, to a natural distance. But this felt like a brick wall. Taking a deep breath, she decided to send a text.

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