The coffee cup trembled in Eleanor's hand, sloshing lukewarm liquid over the rim. She hated this. She hated the feeling of her blood pressure rising, the tightening in her chest. She had a migraine coming on, she could feel it. And now this.

She stared out the window, her gaze fixed on the house across the street. The source of the commotion was obvious. She saw the familiar movement and the flashing lights. A car. A party. How predictable.

She slammed the cup down on the windowsill, the porcelain striking the glass with a sharp crack. She wanted to scream. Instead, she slowly and deliberately walked to the door.

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