The world seemed to spin. Maya stared blankly at the email notification on her phone. Professor Ramirez was leaving? After everything? She’d just finished collecting her data, painstakingly gathering the results over months of fieldwork. Now, who would guide her through the analysis? A knot formed in her chest.

She abruptly tossed her phone onto the bed. The vibrant colors of her room, usually a source of comfort, now seemed garish and over-stimulating. She wanted to scream. She sank to the floor, pulling her knees to her chest.

She had spent countless sleepless nights, battling self-doubt and the pressure of the upcoming deadline. This was supposed to be her triumph. She closed her eyes, trying to force back the tears that pricked at her eyelids. This was just… awful.

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