The weight in her chest made it hard to breathe. Grace stared at the exposed pages, the familiar cursive script staring back at her. Her room felt violated, as if the air had been tampered with. Her roommate, Lily, was absent, thankfully.

Grace felt a sudden urge to flee, to escape the suffocating feeling. She grabbed her keys and phone, her movements hurried and clumsy.

She closed the door behind her, locking it with a decisive click, and walked towards the campus gardens, needing to be anywhere else.

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