The phone rang again. Sarah glared at the caller ID, an unknown number. Her hand hovered over the 'reject' button. She finally answered it, her voice tight. The lawyer's words, the news, echoing in her mind. A half-brother.

She abruptly ended the call. She wanted to be left alone. She went to the window and stared at the empty street below, her face a mask of irritation. She had planned a relaxing weekend, but now, it all felt pointless. She could not possibly feel worse. She closed her eyes and took a deep breath. She could not get away from this.

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