The coffee cup trembled in Mark's hand. He'd found the account while attempting to “friend” his daughter, only to find a fake one already set up. A cascade of images – party photos, selfies with friends, a caption claiming “freedom!” – felt like a punch to the gut. The air in his office suddenly felt thick, almost unbreathable.

He closed his laptop, the lid slamming shut with a decisive *thud*. He stood, his legs feeling heavy and leaden, and went to the window, staring at the cityscape. He felt a profound sense of exhaustion settle over him. He needed a walk.

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