The invitation’s cheerful font seemed to mock Robert as he tossed it onto the overflowing pile of paperwork on his desk. He let out a frustrated sound, a cross between a groan and a snort.

He leaned back in his chair, his gaze drifting to the window. The setting sun cast long shadows across his office, a scene of peaceful serenity that sharply contrasted with the turmoil brewing within him.

He rubbed his temples, a headache beginning to bloom. The thought of those judgmental glances, those condescending smiles, those… comparisons, made his gut churn. He wanted nothing to do with 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