The coffee was cold and bitter, much like Clara’s mood. She threw the newspaper down, the rustling sound amplifying the silence in the apartment. Again, there it was. In the drawing her cousin's daughter, Sophie, had done of the family. A shadowy, elongated figure with oddly placed eyes. A replica of the creature she'd spent years avoiding.

Clara got up from the table, pacing back and forth. She felt a surge of… something akin to panic. How? Why? She’d buried that part of her life. The memory of the endless games, the whispers, the feeling of being watched was a closed book. She slammed her fist on the kitchen counter.

She needed to understand. She needed to know what this meant, and how to make it *stop*. The air felt thick, heavy, as though the walls were closing in. Her hands felt clammy. She needed to do something, anything, to break the feeling of powerlessness.

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