The room felt small, the walls closing in around Maya. She took a deep breath, trying to regain control, but the air felt thick, heavy, unbreathable. She reread the professor's email, the words jumping out at her: "Similarities... concerns... academic dishonesty." Her stomach churned.

She slammed her fist lightly on the desk, the wooden surface vibrating. A cold sweat slicked her palms. She'd been so careful, so meticulous. She even used a citation generator to ensure everything was properly formatted. The thought of being accused of something so fundamentally untrue twisted her insides.

She had an upcoming presentation. Her thoughts had previously been on the details of the presentation, but now her entire focus was diverted. The presentation felt now like a distant and irrelevant blip in the grand scheme of her current situation.

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