The clatter of tools echoed through the canyon of backyards, reverberating in Mrs. Gable's ears. She felt a sudden, sharp pain in her chest, the same pain that always preceded a migraine. She sat down abruptly on the sofa, her hands trembling.

The thought of more noise, more disruption, was almost unbearable. She’d spent so many years cultivating peace and quiet in her little garden, a haven from the chaos of the world. She closed her eyes, trying to block out the sounds, but the hammering persisted, a cruel, relentless rhythm.

She reached for her medication, but her hands were shaking too much to open the bottle.

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