He glared at the blinking cursor on his laptop screen. Another sentence. Another cliche. “My father, the rock of our family…” Mark slammed his fist lightly on the desk, the wooden surface vibrating with the impact. He ran a hand through his already disheveled hair, leaving it standing on end. He’d volunteered, of course, because who else would? Now, the weight of the task felt heavy, suffocating. He needed to be witty, heartwarming, and…genuine. Impossible.

He went to the fridge and grabbed a beer, cracking it open with a loud pop. He’d rather be anywhere else.

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