The silence that followed her son's announcement about becoming a Seventh-Day Adventist was deafening. Her mother's face was a mask, her eyes blank, a sign that she was experiencing a tumultuous internal battle. She sat rigidly in the chair, her hands clasped tightly in her lap.

She wanted to scream. She wanted to argue, to reason, to beg him to reconsider. Instead, she fixed her gaze on the embroidered doily on the coffee table. The intricate pattern blurred before her eyes, a reflection of the chaos in her mind.

She excused herself from the room, a tremor running through her body. Walking to the kitchen, she ran water into a glass and took a long drink. The cold liquid didn’t soothe her. The glass felt too light in her hand.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212