The attic’s darkness pressed in around her. Clara flipped through the album, a cold knot forming in her stomach. Her mother had painted a picture of a sheltered upbringing, filled with religious devotion and family gatherings. These pictures, however, revealed another reality.

Here was a photograph of her mother dancing in a crowded nightclub. Another of her laughing with a group of men in a fast car. Clara closed the album with a snap. The information she was receiving felt…wrong, somehow. The air in the room felt heavy, and the weight of the book in her hands was suddenly enormous.

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