The aroma of freshly brewed coffee offered no comfort. Maria watched, through her kitchen window, as the workers next door began their workday with a fresh barrage of noise. She slammed the spoon down on the counter.

The "modernization" had disrupted her entire routine. Her garden, once a source of serenity, was now coated in a fine layer of dust. The constant vibration made her teeth ache. She ran a hand through her hair, the movement jerky.

She pictured herself screaming, just screaming until her voice gave out. The thought brought only fleeting satisfaction. She took a deep breath, trying to regain control. She needed to focus, to find a way to navigate this disruption, to survive.

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