"But… Thanksgiving," Martha stammered, her voice catching in her throat. Her son, Ethan, sat across from her, a serene expression on his face that felt like a personal affront. He had just declared his intention to join the Hare Krishna temple.

The dining room, usually a haven of warmth and familial connection, now felt cold and vast. She felt a tremor run through her, a physical reaction to his words. She hadn’t slept well since hearing the news. The world seemed less predictable, less safe.

She wanted to grab him, shake him, demand that he explain himself. The carefully planned holiday dinner, the centerpiece of their year, now felt like a fragile thing, about to shatter. She focused on the pristine white tablecloth, trying to regain control. This new religion was such a departure from everything she knew and held dear.

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